Pandas Profiling Report

Dataset statistics

Number of variables	53
Number of observations	401125
Missing cells	11588896
Missing cells (%)	54.5%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	813.8 MiB
Average record size in memory	2.1 KiB

Variable types

Numeric	7
Categorical	38
DateTime	1
Text	6
Unsupported	1

Alerts

`Backhoe_Mounting` is highly overall correlated with `ProductGroup` and 2 other fields	High correlation
`Blade_Extension` is highly overall correlated with `ProductGroup` and 1 other fields	High correlation
`Blade_Type` is highly overall correlated with `ProductGroup` and 2 other fields	High correlation
`Blade_Width` is highly overall correlated with `ProductGroup` and 1 other fields	High correlation
`Coupler` is highly overall correlated with `Coupler_System`	High correlation
`Coupler_System` is highly overall correlated with `Coupler` and 3 other fields	High correlation
`Differential_Type` is highly overall correlated with `ProductGroup` and 1 other fields	High correlation
`Drive_System` is highly overall correlated with `ProductGroup` and 2 other fields	High correlation
`Enclosure_Type` is highly overall correlated with `ProductGroup` and 1 other fields	High correlation
`Engine_Horsepower` is highly overall correlated with `ProductGroup` and 1 other fields	High correlation
`Grouser_Tracks` is highly overall correlated with `ProductGroup` and 1 other fields	High correlation
`Grouser_Type` is highly overall correlated with `ProductGroup` and 1 other fields	High correlation
`Hydraulics` is highly overall correlated with `ProductGroup` and 3 other fields	High correlation
`Hydraulics_Flow` is highly overall correlated with `ProductGroup` and 1 other fields	High correlation
`MachineID` is highly overall correlated with `datasource`	High correlation
`Pad_Type` is highly overall correlated with `ProductGroup` and 1 other fields	High correlation
`Pattern_Changer` is highly overall correlated with `ProductGroup` and 1 other fields	High correlation
`ProductGroup` is highly overall correlated with `Backhoe_Mounting` and 31 other fields	High correlation
`ProductGroupDesc` is highly overall correlated with `Backhoe_Mounting` and 31 other fields	High correlation
`ProductSize` is highly overall correlated with `Backhoe_Mounting` and 4 other fields	High correlation
`Pushblock` is highly overall correlated with `ProductGroup` and 2 other fields	High correlation
`Ride_Control` is highly overall correlated with `ProductGroup` and 2 other fields	High correlation
`Ripper` is highly overall correlated with `ProductGroup` and 2 other fields	High correlation
`SalesID` is highly overall correlated with `datasource`	High correlation
`Scarifier` is highly overall correlated with `ProductGroup` and 1 other fields	High correlation
`Steering_Controls` is highly overall correlated with `Hydraulics` and 3 other fields	High correlation
`Stick` is highly overall correlated with `ProductGroup` and 1 other fields	High correlation
`Stick_Length` is highly overall correlated with `ProductGroup` and 1 other fields	High correlation
`Thumb` is highly overall correlated with `ProductGroup` and 1 other fields	High correlation
`Tip_Control` is highly overall correlated with `ProductGroup` and 1 other fields	High correlation
`Tire_Size` is highly overall correlated with `ProductGroup` and 1 other fields	High correlation
`Track_Type` is highly overall correlated with `ProductGroup` and 2 other fields	High correlation
`Transmission` is highly overall correlated with `Drive_System` and 2 other fields	High correlation
`Travel_Controls` is highly overall correlated with `Hydraulics` and 2 other fields	High correlation
`Turbocharged` is highly overall correlated with `ProductGroup` and 1 other fields	High correlation
`Undercarriage_Pad_Width` is highly overall correlated with `ProductGroup` and 1 other fields	High correlation
`datasource` is highly overall correlated with `Coupler_System` and 2 other fields	High correlation
`Forks` is highly imbalanced (62.8%)	Imbalance
`Pad_Type` is highly imbalanced (70.4%)	Imbalance
`Transmission` is highly imbalanced (60.6%)	Imbalance
`Turbocharged` is highly imbalanced (71.5%)	Imbalance
`Blade_Extension` is highly imbalanced (85.4%)	Imbalance
`Enclosure_Type` is highly imbalanced (58.2%)	Imbalance
`Engine_Horsepower` is highly imbalanced (71.0%)	Imbalance
`Coupler` is highly imbalanced (57.2%)	Imbalance
`Coupler_System` is highly imbalanced (63.5%)	Imbalance
`Grouser_Tracks` is highly imbalanced (65.0%)	Imbalance
`Hydraulics_Flow` is highly imbalanced (93.3%)	Imbalance
`Undercarriage_Pad_Width` is highly imbalanced (68.2%)	Imbalance
`Stick_Length` is highly imbalanced (70.6%)	Imbalance
`Pattern_Changer` is highly imbalanced (72.0%)	Imbalance
`Grouser_Type` is highly imbalanced (62.1%)	Imbalance
`Backhoe_Mounting` is highly imbalanced (99.7%)	Imbalance
`Travel_Controls` is highly imbalanced (72.4%)	Imbalance
`Differential_Type` is highly imbalanced (92.5%)	Imbalance
`Steering_Controls` is highly imbalanced (96.2%)	Imbalance
`auctioneerID` has 20136 (5.0%) missing values	Missing
`MachineHoursCurrentMeter` has 258360 (64.4%) missing values	Missing
`UsageBand` has 331486 (82.6%) missing values	Missing
`fiSecondaryDesc` has 137191 (34.2%) missing values	Missing
`fiModelSeries` has 344217 (85.8%) missing values	Missing
`fiModelDescriptor` has 329206 (82.1%) missing values	Missing
`ProductSize` has 210775 (52.5%) missing values	Missing
`Drive_System` has 296764 (74.0%) missing values	Missing
`Forks` has 209048 (52.1%) missing values	Missing
`Pad_Type` has 321991 (80.3%) missing values	Missing
`Ride_Control` has 252519 (63.0%) missing values	Missing
`Stick` has 321991 (80.3%) missing values	Missing
`Transmission` has 217895 (54.3%) missing values	Missing
`Turbocharged` has 321991 (80.3%) missing values	Missing
`Blade_Extension` has 375906 (93.7%) missing values	Missing
`Blade_Width` has 375906 (93.7%) missing values	Missing
`Enclosure_Type` has 375906 (93.7%) missing values	Missing
`Engine_Horsepower` has 375906 (93.7%) missing values	Missing
`Hydraulics` has 80555 (20.1%) missing values	Missing
`Pushblock` has 375906 (93.7%) missing values	Missing
`Ripper` has 296988 (74.0%) missing values	Missing
`Scarifier` has 375895 (93.7%) missing values	Missing
`Tip_Control` has 375906 (93.7%) missing values	Missing
`Tire_Size` has 306407 (76.4%) missing values	Missing
`Coupler` has 187173 (46.7%) missing values	Missing
`Coupler_System` has 357667 (89.2%) missing values	Missing
`Grouser_Tracks` has 357763 (89.2%) missing values	Missing
`Hydraulics_Flow` has 357763 (89.2%) missing values	Missing
`Track_Type` has 301972 (75.3%) missing values	Missing
`Undercarriage_Pad_Width` has 301253 (75.1%) missing values	Missing
`Stick_Length` has 301907 (75.3%) missing values	Missing
`Thumb` has 301837 (75.2%) missing values	Missing
`Pattern_Changer` has 301907 (75.3%) missing values	Missing
`Grouser_Type` has 301972 (75.3%) missing values	Missing
`Backhoe_Mounting` has 322453 (80.4%) missing values	Missing
`Blade_Type` has 321292 (80.1%) missing values	Missing
`Travel_Controls` has 321291 (80.1%) missing values	Missing
`Differential_Type` has 331714 (82.7%) missing values	Missing
`Steering_Controls` has 331756 (82.7%) missing values	Missing
`MachineHoursCurrentMeter` is highly skewed (γ1 = 36.68211443)	Skewed
`SalesID` has unique values	Unique
`fiModelSeries` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`MachineHoursCurrentMeter` has 73126 (18.2%) zeros	Zeros

Reproduction

Analysis started	2024-07-25 20:57:17.672077
Analysis finished	2024-07-25 20:59:26.298005
Duration	2 minutes and 8.63 seconds
Software version	ydata-profiling vv4.9.0
Download configuration	config.json

SalesID
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	401125
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1919712.5

Minimum	1139246
Maximum	6333342
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.1 MiB

Quantile statistics

Minimum	1139246
5-th percentile	1208738.2
Q1	1418371
median	1639422
Q3	2242707
95-th percentile	4277758
Maximum	6333342
Range	5194096
Interquartile range (IQR)	824336

Descriptive statistics

Standard deviation	909021.49
Coefficient of variation (CV)	0.47351959
Kurtosis	10.616528
Mean	1919712.5
Median Absolute Deviation (MAD)	256018
Skewness	3.0458144
Sum	7.7004469 × 10¹¹
Variance	8.2632007 × 10¹¹
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1139246	1	< 0.1%
1804438	1	< 0.1%
1804468	1	< 0.1%
1804467	1	< 0.1%
1804466	1	< 0.1%
1804465	1	< 0.1%
1804463	1	< 0.1%
1804461	1	< 0.1%
1804460	1	< 0.1%
1804459	1	< 0.1%
Other values (401115)	401115	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1139246	1	< 0.1%
1139248	1	< 0.1%
1139249	1	< 0.1%
1139251	1	< 0.1%
1139253	1	< 0.1%
1139255	1	< 0.1%
1139256	1	< 0.1%
1139261	1	< 0.1%
1139272	1	< 0.1%
1139275	1	< 0.1%

Value	Count	Frequency (%)
6333342	1	< 0.1%
6333341	1	< 0.1%
6333338	1	< 0.1%
6333337	1	< 0.1%
6333336	1	< 0.1%
6333335	1	< 0.1%
6333311	1	< 0.1%
6333307	1	< 0.1%
6333302	1	< 0.1%
6333290	1	< 0.1%

SalePrice
Real number (ℝ)

Distinct	899
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	31099.713

Minimum	4750
Maximum	142000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.1 MiB

Quantile statistics

Minimum	4750
5-th percentile	8500
Q1	14500
median	24000
Q3	40000
95-th percentile	81000
Maximum	142000
Range	137250
Interquartile range (IQR)	25500

Descriptive statistics

Standard deviation	23036.899
Coefficient of variation (CV)	0.74074313
Kurtosis	2.1978903
Mean	31099.713
Median Absolute Deviation (MAD)	11000
Skewness	1.5251327
Sum	1.2474872 × 10¹⁰
Variance	5.3069869 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
25000	7689	1.9%
20000	7504	1.9%
15000	7336	1.8%
26000	6988	1.7%
14000	6935	1.7%
16000	6934	1.7%
17000	6790	1.7%
10000	6700	1.7%
11000	6683	1.7%
13000	6675	1.7%
Other values (889)	330891	82.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4750	193	< 0.1%
4800	19	< 0.1%
4850	7	< 0.1%
4900	26	< 0.1%
4935	1	< 0.1%
4950	3	< 0.1%
4987	2	< 0.1%
5000	817	0.2%
5100	52	< 0.1%
5150	1	< 0.1%

Value	Count	Frequency (%)
142000	5	< 0.1%
141000	13	< 0.1%
140000	99	< 0.1%
139000	5	< 0.1%
138000	11	< 0.1%
137500	46	< 0.1%
137000	14	< 0.1%
136000	17	< 0.1%
135000	91	< 0.1%
134000	8	< 0.1%

MachineID
Real number (ℝ)

HIGH CORRELATION

Distinct	341027
Distinct (%)	85.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1217902.5

Minimum	0
Maximum	2486330
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	3.1 MiB

Quantile statistics

Minimum	0
5-th percentile	218287.8
Q1	1088697
median	1279490
Q3	1468067
95-th percentile	1802909.2
Maximum	2486330
Range	2486330
Interquartile range (IQR)	379370

Descriptive statistics

Standard deviation	440991.95
Coefficient of variation (CV)	0.36209134
Kurtosis	1.0211359
Mean	1217902.5
Median Absolute Deviation (MAD)	189667
Skewness	-0.73863721
Sum	4.8853115 × 10¹¹
Variance	1.944739 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2283592	26	< 0.1%
2285830	25	< 0.1%
1942724	23	< 0.1%
1896854	22	< 0.1%
2296335	20	< 0.1%
1746392	19	< 0.1%
2014324	19	< 0.1%
2277295	19	< 0.1%
2273478	18	< 0.1%
2268800	18	< 0.1%
Other values (341017)	400916	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	< 0.1%
2	1	< 0.1%
13	1	< 0.1%
17	1	< 0.1%
52	1	< 0.1%
63	1	< 0.1%
66	1	< 0.1%
102	2	< 0.1%
113	1	< 0.1%
116	1	< 0.1%

Value	Count	Frequency (%)
2486330	1	< 0.1%
2486276	1	< 0.1%
2486275	1	< 0.1%
2486274	1	< 0.1%
2486273	1	< 0.1%
2486111	1	< 0.1%
2486110	1	< 0.1%
2485633	1	< 0.1%
2485319	1	< 0.1%
2484957	1	< 0.1%

ModelID
Real number (ℝ)

Distinct	5218
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6889.703

Minimum	28
Maximum	37198
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.1 MiB

Quantile statistics

Minimum	28
5-th percentile	590
Q1	3259
median	4604
Q3	8724
95-th percentile	22087
Maximum	37198
Range	37170
Interquartile range (IQR)	5465

Descriptive statistics

Standard deviation	6221.7778
Coefficient of variation (CV)	0.90305458
Kurtosis	3.1792699
Mean	6889.703
Median Absolute Deviation (MAD)	2422
Skewness	1.7716389
Sum	2.7636321 × 10⁹
Variance	38710520
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4605	5039	1.3%
3538	4869	1.2%
3170	4315	1.1%
4604	4233	1.1%
3362	4083	1.0%
3537	3701	0.9%
3171	3442	0.9%
4603	3402	0.8%
3357	3216	0.8%
3178	3139	0.8%
Other values (5208)	361686	90.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
28	32	< 0.1%
29	9	< 0.1%
31	8	< 0.1%
34	6	< 0.1%
43	697	0.2%
47	238	0.1%
50	10	< 0.1%
53	56	< 0.1%
55	3	< 0.1%
75	400	0.1%

Value	Count	Frequency (%)
37198	2	< 0.1%
37197	18	< 0.1%
37196	22	< 0.1%
36933	2	< 0.1%
36928	2	< 0.1%
36914	2	< 0.1%
36885	1	< 0.1%
36883	1	< 0.1%
36880	1	< 0.1%
36879	1	< 0.1%

datasource
Categorical

HIGH CORRELATION

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	23.0 MiB

132	260752
136	75491
149	26304
121	23979
172	14599

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	1203375
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	121
2nd row	121
3rd row	121
4th row	121
5th row	121

Common Values

Value	Count	Frequency (%)
132	260752	65.0%
136	75491	18.8%
149	26304	6.6%
121	23979	6.0%
172	14599	3.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
132	260752	65.0%
136	75491	18.8%
149	26304	6.6%
121	23979	6.0%
172	14599	3.6%

Most occurring characters

Value	Count	Frequency (%)
1	425104	35.3%
3	336243	27.9%
2	299330	24.9%
6	75491	6.3%
4	26304	2.2%
9	26304	2.2%
7	14599	1.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1203375	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	425104	35.3%
3	336243	27.9%
2	299330	24.9%
6	75491	6.3%
4	26304	2.2%
9	26304	2.2%
7	14599	1.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1203375	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	425104	35.3%
3	336243	27.9%
2	299330	24.9%
6	75491	6.3%
4	26304	2.2%
9	26304	2.2%
7	14599	1.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1203375	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	425104	35.3%
3	336243	27.9%
2	299330	24.9%
6	75491	6.3%
4	26304	2.2%
9	26304	2.2%
7	14599	1.2%

auctioneerID
Real number (ℝ)

MISSING

Distinct	30
Distinct (%)	< 0.1%
Missing	20136
Missing (%)	5.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.5560397

Minimum	0
Maximum	99
Zeros	407
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	3.1 MiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	1
median	2
Q3	4
95-th percentile	22
Maximum	99
Range	99
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	16.976779
Coefficient of variation (CV)	2.5894869
Kurtosis	23.36608
Mean	6.5560397
Median Absolute Deviation (MAD)	1
Skewness	4.8518094
Sum	2497779
Variance	288.21101
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
1	185310	46.2%
2	56440	14.1%
3	29076	7.2%
4	20474	5.1%
6	11950	3.0%
99	11406	2.8%
7	7846	2.0%
8	7203	1.8%
5	7002	1.7%
10	5790	1.4%
Other values (20)	38492	9.6%
(Missing)	20136	5.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	407	0.1%
1	185310	46.2%
2	56440	14.1%
3	29076	7.2%
4	20474	5.1%
5	7002	1.7%
6	11950	3.0%
7	7846	2.0%
8	7203	1.8%
9	4764	1.2%

Value	Count	Frequency (%)
99	11406	2.8%
28	860	0.2%
27	1150	0.3%
26	676	0.2%
25	959	0.2%
24	1357	0.3%
23	1322	0.3%
22	1429	0.4%
21	1601	0.4%
20	2238	0.6%

YearMade
Real number (ℝ)

Distinct	72
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1899.1569

Minimum	1000
Maximum	2013
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.1 MiB

Quantile statistics

Minimum	1000
5-th percentile	1000
Q1	1985
median	1995
Q3	2000
95-th percentile	2005
Maximum	2013
Range	1013
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	291.79747
Coefficient of variation (CV)	0.15364579
Kurtosis	5.5935115
Mean	1899.1569
Median Absolute Deviation (MAD)	7
Skewness	-2.7535724
Sum	7.6179931 × 10⁸
Variance	85145.763
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1000	38185	9.5%
1998	21221	5.3%
2005	20587	5.1%
2004	20020	5.0%
1997	18905	4.7%
1999	18767	4.7%
2000	16742	4.2%
1996	16691	4.2%
1995	15528	3.9%
1994	14199	3.5%
Other values (62)	200280	49.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1000	38185	9.5%
1919	127	< 0.1%
1920	17	< 0.1%
1937	1	< 0.1%
1942	1	< 0.1%
1947	1	< 0.1%
1948	3	< 0.1%
1949	1	< 0.1%
1950	8	< 0.1%
1951	7	< 0.1%

Value	Count	Frequency (%)
2013	1	< 0.1%
2012	1	< 0.1%
2011	18	< 0.1%
2010	25	< 0.1%
2009	168	< 0.1%
2008	1422	0.4%
2007	4523	1.1%
2006	12215	3.0%
2005	20587	5.1%
2004	20020	5.0%

MachineHoursCurrentMeter
Real number (ℝ)

MISSING SKEWED ZEROS

Distinct	15152
Distinct (%)	10.6%
Missing	258360
Missing (%)	64.4%
Infinite	0
Infinite (%)	0.0%
Mean	3457.9554

Minimum	0
Maximum	2483300
Zeros	73126
Zeros (%)	18.2%
Negative	0
Negative (%)	0.0%
Memory size	3.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	3025
95-th percentile	10419.8
Maximum	2483300
Range	2483300
Interquartile range (IQR)	3025

Descriptive statistics

Standard deviation	27590.256
Coefficient of variation (CV)	7.9787775
Kurtosis	1908.7846
Mean	3457.9554
Median Absolute Deviation (MAD)	0
Skewness	36.682114
Sum	4.93675 × 10⁸
Variance	7.6122225 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	73126	18.2%
2000	122	< 0.1%
1000	116	< 0.1%
1500	101	< 0.1%
500	97	< 0.1%
800	90	< 0.1%
1200	87	< 0.1%
1400	83	< 0.1%
2500	83	< 0.1%
1700	82	< 0.1%
Other values (15142)	68778	17.1%
(Missing)	258360	64.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	73126	18.2%
2	18	< 0.1%
3	21	< 0.1%
4	35	< 0.1%
5	44	< 0.1%
6	20	< 0.1%
7	12	< 0.1%
8	18	< 0.1%
9	13	< 0.1%
10	33	< 0.1%

Value	Count	Frequency (%)
2483300	1	< 0.1%
2202400	1	< 0.1%
1857100	1	< 0.1%
1729600	1	< 0.1%
1728600	1	< 0.1%
1711700	1	< 0.1%
1602900	1	< 0.1%
1485900	1	< 0.1%
1429800	1	< 0.1%
1282700	1	< 0.1%

UsageBand
Categorical

MISSING

Distinct	3
Distinct (%)	< 0.1%
Missing	331486
Missing (%)	82.6%
Memory size	21.8 MiB

Medium	33985
Low	23620
High	12034

Length

Max length	6
Median length	4
Mean length	4.6368558
Min length	3

Characters and Unicode

Total characters	322906
Distinct characters	12
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Low
2nd row	Low
3rd row	High
4th row	High
5th row	Medium

Common Values

Value	Count	Frequency (%)
Medium	33985	8.5%
Low	23620	5.9%
High	12034	3.0%
(Missing)	331486	82.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
medium	33985	48.8%
low	23620	33.9%
high	12034	17.3%

Most occurring characters

Value	Count	Frequency (%)
i	46019	14.3%
M	33985	10.5%
e	33985	10.5%
d	33985	10.5%
u	33985	10.5%
m	33985	10.5%
L	23620	7.3%
o	23620	7.3%
w	23620	7.3%
H	12034	3.7%
Other values (2)	24068	7.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	322906	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
i	46019	14.3%
M	33985	10.5%
e	33985	10.5%
d	33985	10.5%
u	33985	10.5%
m	33985	10.5%
L	23620	7.3%
o	23620	7.3%
w	23620	7.3%
H	12034	3.7%
Other values (2)	24068	7.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	322906	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
i	46019	14.3%
M	33985	10.5%
e	33985	10.5%
d	33985	10.5%
u	33985	10.5%
m	33985	10.5%
L	23620	7.3%
o	23620	7.3%
w	23620	7.3%
H	12034	3.7%
Other values (2)	24068	7.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	322906	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
i	46019	14.3%
M	33985	10.5%
e	33985	10.5%
d	33985	10.5%
u	33985	10.5%
m	33985	10.5%
L	23620	7.3%
o	23620	7.3%
w	23620	7.3%
H	12034	3.7%
Other values (2)	24068	7.5%

saledate
Date

Distinct	3919
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Memory size	3.1 MiB

Minimum	1989-01-17 00:00:00
Maximum	2011-12-30 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

fiModelDesc
Text

Distinct	4999
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Memory size	23.6 MiB

Length

Max length	19
Median length	17
Mean length	4.6937887
Min length	1

Characters and Unicode

Total characters	1882796
Distinct characters	58
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	867 ?
Unique (%)	0.2%

Sample

1st row	521D
2nd row	950FII
3rd row	226
4th row	PC120-6E
5th row	S175

Value	Count	Frequency (%)
580super	5806	1.4%
310g	5039	1.2%
416c	4869	1.2%
580k	4315	1.1%
310e	4233	1.0%
140g	4083	1.0%
416b	3718	0.9%
l	3549	0.9%
580l	3444	0.8%
310d	3402	0.8%
Other values (4987)	365944	89.6%

Most occurring characters

Value	Count	Frequency (%)
0	227021	12.1%
5	147110	7.8%
1	132422	7.0%
2	120766	6.4%
3	117927	6.3%
4	99339	5.3%
6	95130	5.1%
C	94397	5.0%
L	91907	4.9%
D	85066	4.5%
Other values (48)	671711	35.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1882796	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	227021	12.1%
5	147110	7.8%
1	132422	7.0%
2	120766	6.4%
3	117927	6.3%
4	99339	5.3%
6	95130	5.1%
C	94397	5.0%
L	91907	4.9%
D	85066	4.5%
Other values (48)	671711	35.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1882796	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	227021	12.1%
5	147110	7.8%
1	132422	7.0%
2	120766	6.4%
3	117927	6.3%
4	99339	5.3%
6	95130	5.1%
C	94397	5.0%
L	91907	4.9%
D	85066	4.5%
Other values (48)	671711	35.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1882796	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	227021	12.1%
5	147110	7.8%
1	132422	7.0%
2	120766	6.4%
3	117927	6.3%
4	99339	5.3%
6	95130	5.1%
C	94397	5.0%
L	91907	4.9%
D	85066	4.5%
Other values (48)	671711	35.7%

fiBaseModel
Text

Distinct	1950
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	23.0 MiB

Length

Max length	13
Median length	3
Mean length	3.2155039
Min length	1

Characters and Unicode

Total characters	1289819
Distinct characters	39
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	228 ?
Unique (%)	0.1%

Sample

1st row	521
2nd row	950
3rd row	226
4th row	PC120
5th row	S175

Value	Count	Frequency (%)
580	19798	4.9%
310	17354	4.3%
d6	13110	3.3%
416	12687	3.2%
d5	9342	2.3%
950	7406	1.8%
d3	6826	1.7%
d8	6733	1.7%
d4	6464	1.6%
12	6143	1.5%
Other values (1911)	295729	73.6%

Most occurring characters

Value	Count	Frequency (%)
0	226368	17.6%
5	140930	10.9%
1	123815	9.6%
2	113051	8.8%
3	111555	8.6%
4	99233	7.7%
6	87934	6.8%
8	69942	5.4%
D	65181	5.1%
9	47774	3.7%
Other values (29)	204036	15.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1289819	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	226368	17.6%
5	140930	10.9%
1	123815	9.6%
2	113051	8.8%
3	111555	8.6%
4	99233	7.7%
6	87934	6.8%
8	69942	5.4%
D	65181	5.1%
9	47774	3.7%
Other values (29)	204036	15.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1289819	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	226368	17.6%
5	140930	10.9%
1	123815	9.6%
2	113051	8.8%
3	111555	8.6%
4	99233	7.7%
6	87934	6.8%
8	69942	5.4%
D	65181	5.1%
9	47774	3.7%
Other values (29)	204036	15.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1289819	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	226368	17.6%
5	140930	10.9%
1	123815	9.6%
2	113051	8.8%
3	111555	8.6%
4	99233	7.7%
6	87934	6.8%
8	69942	5.4%
D	65181	5.1%
9	47774	3.7%
Other values (29)	204036	15.8%

fiSecondaryDesc
Text

MISSING

Distinct	175
Distinct (%)	0.1%
Missing	137191
Missing (%)	34.2%
Memory size	18.8 MiB

Length

Max length	13
Median length	1
Mean length	1.2446483
Min length	1

Characters and Unicode

Total characters	328505
Distinct characters	37
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	32 ?
Unique (%)	< 0.1%

Sample

1st row	D
2nd row	F
3rd row	G
4th row	E
5th row	D

Value	Count	Frequency (%)
c	43245	16.0%
b	39251	14.5%
g	36433	13.5%
h	24051	8.9%
e	21325	7.9%
d	19457	7.2%
l	9361	3.5%
f	9153	3.4%
k	8682	3.2%
m	6818	2.5%
Other values (149)	52886	19.5%

Most occurring characters

Value	Count	Frequency (%)
C	47674	14.5%
B	39864	12.1%
G	38308	11.7%
E	32939	10.0%
H	24416	7.4%
D	19702	6.0%
L	16966	5.2%
R	12812	3.9%
P	12748	3.9%
S	12256	3.7%
Other values (27)	70820	21.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	328505	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
C	47674	14.5%
B	39864	12.1%
G	38308	11.7%
E	32939	10.0%
H	24416	7.4%
D	19702	6.0%
L	16966	5.2%
R	12812	3.9%
P	12748	3.9%
S	12256	3.7%
Other values (27)	70820	21.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	328505	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
C	47674	14.5%
B	39864	12.1%
G	38308	11.7%
E	32939	10.0%
H	24416	7.4%
D	19702	6.0%
L	16966	5.2%
R	12812	3.9%
P	12748	3.9%
S	12256	3.7%
Other values (27)	70820	21.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	328505	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
C	47674	14.5%
B	39864	12.1%
G	38308	11.7%
E	32939	10.0%
H	24416	7.4%
D	19702	6.0%
L	16966	5.2%
R	12812	3.9%
P	12748	3.9%
S	12256	3.7%
Other values (27)	70820	21.6%

fiModelSeries
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	344217
Missing (%)	85.8%
Memory size	13.7 MiB

fiModelDescriptor
Text

MISSING

Distinct	139
Distinct (%)	0.2%
Missing	329206
Missing (%)	82.1%
Memory size	14.1 MiB

Length

Max length	14
Median length	10
Mean length	1.8840362
Min length	1

Characters and Unicode

Total characters	135498
Distinct characters	50
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	22 ?
Unique (%)	< 0.1%

Sample

1st row	LC
2nd row	6
3rd row	L
4th row	LT
5th row	CR

Value	Count	Frequency (%)
l	15875	22.1%
lgp	15566	21.6%
lc	12750	17.7%
xl	6434	8.9%
6	2885	4.0%
lt	2357	3.3%
5	2246	3.1%
3	1887	2.6%
cr	1684	2.3%
h	1049	1.5%
Other values (126)	9193	12.8%

Most occurring characters

Value	Count	Frequency (%)
L	54761	40.4%
P	15780	11.6%
G	15657	11.6%
C	15493	11.4%
X	7310	5.4%
T	4100	3.0%
R	3772	2.8%
6	2887	2.1%
S	2718	2.0%
5	2256	1.7%
Other values (40)	10764	7.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	135498	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
L	54761	40.4%
P	15780	11.6%
G	15657	11.6%
C	15493	11.4%
X	7310	5.4%
T	4100	3.0%
R	3772	2.8%
6	2887	2.1%
S	2718	2.0%
5	2256	1.7%
Other values (40)	10764	7.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	135498	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
L	54761	40.4%
P	15780	11.6%
G	15657	11.6%
C	15493	11.4%
X	7310	5.4%
T	4100	3.0%
R	3772	2.8%
6	2887	2.1%
S	2718	2.0%
5	2256	1.7%
Other values (40)	10764	7.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	135498	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
L	54761	40.4%
P	15780	11.6%
G	15657	11.6%
C	15493	11.4%
X	7310	5.4%
T	4100	3.0%
R	3772	2.8%
6	2887	2.1%
S	2718	2.0%
5	2256	1.7%
Other values (40)	10764	7.9%

ProductSize
Categorical

HIGH CORRELATION MISSING

Distinct	6
Distinct (%)	< 0.1%
Missing	210775
Missing (%)	52.5%
Memory size	23.0 MiB

Medium	62274
Large / Medium	49678
Small	26494
Mini	24840
Large	20975

Length

Max length	14
Median length	7
Mean length	7.6094773
Min length	4

Characters and Unicode

Total characters	1448464
Distinct characters	20
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Medium
2nd row	Small
3rd row	Large / Medium
4th row	Mini
5th row	Large

Common Values

Value	Count	Frequency (%)
Medium	62274	15.5%
Large / Medium	49678	12.4%
Small	26494	6.6%
Mini	24840	6.2%
Large	20975	5.2%
Compact	6089	1.5%
(Missing)	210775	52.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
medium	111952	38.6%
large	70653	24.4%
	49678	17.1%
small	26494	9.1%
mini	24840	8.6%
compact	6089	2.1%

Most occurring characters

Value	Count	Frequency (%)
e	182605	12.6%
i	161632	11.2%
m	144535	10.0%
M	136792	9.4%
d	111952	7.7%
u	111952	7.7%
a	103236	7.1%
	99356	6.9%
r	70653	4.9%
g	70653	4.9%
Other values (10)	255098	17.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1448464	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	182605	12.6%
i	161632	11.2%
m	144535	10.0%
M	136792	9.4%
d	111952	7.7%
u	111952	7.7%
a	103236	7.1%
	99356	6.9%
r	70653	4.9%
g	70653	4.9%
Other values (10)	255098	17.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1448464	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	182605	12.6%
i	161632	11.2%
m	144535	10.0%
M	136792	9.4%
d	111952	7.7%
u	111952	7.7%
a	103236	7.1%
	99356	6.9%
r	70653	4.9%
g	70653	4.9%
Other values (10)	255098	17.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1448464	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	182605	12.6%
i	161632	11.2%
m	144535	10.0%
M	136792	9.4%
d	111952	7.7%
u	111952	7.7%
a	103236	7.1%
	99356	6.9%
r	70653	4.9%
g	70653	4.9%
Other values (10)	255098	17.6%

fiProductClassDesc
Text

Distinct	74
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	40.8 MiB

Length

Max length	64
Median length	57
Mean length	49.731961
Min length	26

Characters and Unicode

Total characters	19948733
Distinct characters	54
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	< 0.1%

Sample

1st row	Wheel Loader - 110.0 to 120.0 Horsepower
2nd row	Wheel Loader - 150.0 to 175.0 Horsepower
3rd row	Skid Steer Loader - 1351.0 to 1601.0 Lb Operating Capacity
4th row	Hydraulic Excavator, Track - 12.0 to 14.0 Metric Tons
5th row	Skid Steer Loader - 1601.0 to 1751.0 Lb Operating Capacity

Value	Count	Frequency (%)
	418488	12.1%
to	376240	10.9%
loader	193949	5.6%
track	181687	5.2%
horsepower	176503	5.1%
excavator	101167	2.9%
hydraulic	101167	2.9%
tons	101012	2.9%
metric	101012	2.9%
type	80520	2.3%
Other values (73)	1633442	47.1%

Most occurring characters

Value	Count	Frequency (%)
	3064062	15.4%
r	1512237	7.6%
o	1416921	7.1%
e	1271503	6.4%
a	1144740	5.7%
0	1096732	5.5%
t	1046283	5.2%
.	772451	3.9%
c	687793	3.4%
1	568797	2.9%
Other values (44)	7367214	36.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	19948733	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	3064062	15.4%
r	1512237	7.6%
o	1416921	7.1%
e	1271503	6.4%
a	1144740	5.7%
0	1096732	5.5%
t	1046283	5.2%
.	772451	3.9%
c	687793	3.4%
1	568797	2.9%
Other values (44)	7367214	36.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	19948733	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	3064062	15.4%
r	1512237	7.6%
o	1416921	7.1%
e	1271503	6.4%
a	1144740	5.7%
0	1096732	5.5%
t	1046283	5.2%
.	772451	3.9%
c	687793	3.4%
1	568797	2.9%
Other values (44)	7367214	36.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	19948733	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	3064062	15.4%
r	1512237	7.6%
o	1416921	7.1%
e	1271503	6.4%
a	1144740	5.7%
0	1096732	5.5%
t	1046283	5.2%
.	772451	3.9%
c	687793	3.4%
1	568797	2.9%
Other values (44)	7367214	36.9%

state
Text

Distinct	53
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	24.9 MiB

Length

Max length	14
Median length	12
Mean length	8.0858236
Min length	4

Characters and Unicode

Total characters	3243426
Distinct characters	46
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Alabama
2nd row	North Carolina
3rd row	New York
4th row	Texas
5th row	New York

Value	Count	Frequency (%)
florida	63944	14.3%
texas	51682	11.5%
california	29019	6.5%
new	25739	5.7%
carolina	20198	4.5%
washington	15957	3.6%
georgia	14309	3.2%
maryland	12965	2.9%
mississippi	12961	2.9%
ohio	12190	2.7%
Other values (46)	189577	42.3%

Most occurring characters

Value	Count	Frequency (%)
a	421346	13.0%
i	361630	11.1%
o	285021	8.8%
n	245009	7.6%
s	222884	6.9%
e	213333	6.6%
r	211092	6.5%
l	182068	5.6%
d	103925	3.2%
t	72609	2.2%
Other values (36)	924509	28.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	3243426	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	421346	13.0%
i	361630	11.1%
o	285021	8.8%
n	245009	7.6%
s	222884	6.9%
e	213333	6.6%
r	211092	6.5%
l	182068	5.6%
d	103925	3.2%
t	72609	2.2%
Other values (36)	924509	28.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	3243426	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	421346	13.0%
i	361630	11.1%
o	285021	8.8%
n	245009	7.6%
s	222884	6.9%
e	213333	6.6%
r	211092	6.5%
l	182068	5.6%
d	103925	3.2%
t	72609	2.2%
Other values (36)	924509	28.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	3243426	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	421346	13.0%
i	361630	11.1%
o	285021	8.8%
n	245009	7.6%
s	222884	6.9%
e	213333	6.6%
r	211092	6.5%
l	182068	5.6%
d	103925	3.2%
t	72609	2.2%
Other values (36)	924509	28.5%

ProductGroup
Categorical

HIGH CORRELATION

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	22.8 MiB

TEX	101167
TTT	80520
BL	79415
WL	71046
SSL	43488

Length

Max length	3
Median length	3
Mean length	2.5613587
Min length	2

Characters and Unicode

Total characters	1027425
Distinct characters	9
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	WL
2nd row	WL
3rd row	SSL
4th row	TEX
5th row	SSL

Common Values

Value	Count	Frequency (%)
TEX	101167	25.2%
TTT	80520	20.1%
BL	79415	19.8%
WL	71046	17.7%
SSL	43488	10.8%
MG	25489	6.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
tex	101167	25.2%
ttt	80520	20.1%
bl	79415	19.8%
wl	71046	17.7%
ssl	43488	10.8%
mg	25489	6.4%

Most occurring characters

Value	Count	Frequency (%)
T	342727	33.4%
L	193949	18.9%
E	101167	9.8%
X	101167	9.8%
S	86976	8.5%
B	79415	7.7%
W	71046	6.9%
M	25489	2.5%
G	25489	2.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1027425	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
T	342727	33.4%
L	193949	18.9%
E	101167	9.8%
X	101167	9.8%
S	86976	8.5%
B	79415	7.7%
W	71046	6.9%
M	25489	2.5%
G	25489	2.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1027425	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
T	342727	33.4%
L	193949	18.9%
E	101167	9.8%
X	101167	9.8%
S	86976	8.5%
B	79415	7.7%
W	71046	6.9%
M	25489	2.5%
G	25489	2.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1027425	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
T	342727	33.4%
L	193949	18.9%
E	101167	9.8%
X	101167	9.8%
S	86976	8.5%
B	79415	7.7%
W	71046	6.9%
M	25489	2.5%
G	25489	2.5%

ProductGroupDesc
Categorical

HIGH CORRELATION

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	27.8 MiB

Track Excavators	101167
Track Type Tractors	80520
Backhoe Loaders	79415
Wheel Loader	71046
Skid Steer Loaders	43488

Length

Max length	19
Median length	16
Mean length	15.721957
Min length	12

Characters and Unicode

Total characters	6306470
Distinct characters	25
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Wheel Loader
2nd row	Wheel Loader
3rd row	Skid Steer Loaders
4th row	Track Excavators
5th row	Skid Steer Loaders

Common Values

Value	Count	Frequency (%)
Track Excavators	101167	25.2%
Track Type Tractors	80520	20.1%
Backhoe Loaders	79415	19.8%
Wheel Loader	71046	17.7%
Skid Steer Loaders	43488	10.8%
Motor Graders	25489	6.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
track	181687	19.6%
loaders	122903	13.3%
excavators	101167	10.9%
type	80520	8.7%
tractors	80520	8.7%
backhoe	79415	8.6%
wheel	71046	7.7%
loader	71046	7.7%
skid	43488	4.7%
steer	43488	4.7%
Other values (2)	50978	5.5%

Most occurring characters

Value	Count	Frequency (%)
a	763394	12.1%
r	757798	12.0%
e	608441	9.6%
	525133	8.3%
o	506029	8.0%
c	442789	7.0%
T	342727	5.4%
s	330079	5.2%
k	304590	4.8%
d	262926	4.2%
Other values (15)	1462564	23.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	6306470	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	763394	12.1%
r	757798	12.0%
e	608441	9.6%
	525133	8.3%
o	506029	8.0%
c	442789	7.0%
T	342727	5.4%
s	330079	5.2%
k	304590	4.8%
d	262926	4.2%
Other values (15)	1462564	23.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	6306470	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	763394	12.1%
r	757798	12.0%
e	608441	9.6%
	525133	8.3%
o	506029	8.0%
c	442789	7.0%
T	342727	5.4%
s	330079	5.2%
k	304590	4.8%
d	262926	4.2%
Other values (15)	1462564	23.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	6306470	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	763394	12.1%
r	757798	12.0%
e	608441	9.6%
	525133	8.3%
o	506029	8.0%
c	442789	7.0%
T	342727	5.4%
s	330079	5.2%
k	304590	4.8%
d	262926	4.2%
Other values (15)	1462564	23.2%

Drive_System
Categorical

HIGH CORRELATION MISSING

Distinct	4
Distinct (%)	< 0.1%
Missing	296764
Missing (%)	74.0%
Memory size	22.7 MiB

Two Wheel Drive	46139
Four Wheel Drive	32996
No	24428
All Wheel Drive	798

Length

Max length	16
Median length	15
Mean length	12.273234
Min length	2

Characters and Unicode

Total characters	1280847
Distinct characters	16
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Four Wheel Drive
2nd row	Four Wheel Drive
3rd row	Four Wheel Drive
4th row	Four Wheel Drive
5th row	Four Wheel Drive

Common Values

Value	Count	Frequency (%)
Two Wheel Drive	46139	11.5%
Four Wheel Drive	32996	8.2%
No	24428	6.1%
All Wheel Drive	798	0.2%
(Missing)	296764	74.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
wheel	79933	30.3%
drive	79933	30.3%
two	46139	17.5%
four	32996	12.5%
no	24428	9.2%
all	798	0.3%

Most occurring characters

Value	Count	Frequency (%)
e	239799	18.7%
	159866	12.5%
r	112929	8.8%
o	103563	8.1%
l	81529	6.4%
W	79933	6.2%
h	79933	6.2%
D	79933	6.2%
i	79933	6.2%
v	79933	6.2%
Other values (6)	183496	14.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1280847	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	239799	18.7%
	159866	12.5%
r	112929	8.8%
o	103563	8.1%
l	81529	6.4%
W	79933	6.2%
h	79933	6.2%
D	79933	6.2%
i	79933	6.2%
v	79933	6.2%
Other values (6)	183496	14.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1280847	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	239799	18.7%
	159866	12.5%
r	112929	8.8%
o	103563	8.1%
l	81529	6.4%
W	79933	6.2%
h	79933	6.2%
D	79933	6.2%
i	79933	6.2%
v	79933	6.2%
Other values (6)	183496	14.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1280847	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	239799	18.7%
	159866	12.5%
r	112929	8.8%
o	103563	8.1%
l	81529	6.4%
W	79933	6.2%
h	79933	6.2%
D	79933	6.2%
i	79933	6.2%
v	79933	6.2%
Other values (6)	183496	14.3%

Enclosure
Categorical

Distinct	6
Distinct (%)	< 0.1%
Missing	325
Missing (%)	0.1%
Memory size	24.1 MiB

OROPS	173932
EROPS	139026
EROPS w AC	87820
EROPS AC	17
NO ROPS	3

Length

Max length	19
Median length	5
Mean length	6.095771
Min length	5

Characters and Unicode

Total characters	2443185
Distinct characters	21
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	EROPS w AC
2nd row	EROPS w AC
3rd row	OROPS
4th row	EROPS w AC
5th row	EROPS

Common Values

Value	Count	Frequency (%)
OROPS	173932	43.4%
EROPS	139026	34.7%
EROPS w AC	87820	21.9%
EROPS AC	17	< 0.1%
NO ROPS	3	< 0.1%
None or Unspecified	2	< 0.1%
(Missing)	325	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
erops	226863	39.4%
orops	173932	30.2%
ac	87837	15.2%
w	87820	15.2%
no	3	< 0.1%
rops	3	< 0.1%
none	2	< 0.1%
or	2	< 0.1%
unspecified	2	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
O	574733	23.5%
P	400798	16.4%
S	400798	16.4%
R	400798	16.4%
E	226863	9.3%
	175664	7.2%
A	87837	3.6%
C	87837	3.6%
w	87820	3.6%
e	6	< 0.1%
Other values (11)	31	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2443185	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
O	574733	23.5%
P	400798	16.4%
S	400798	16.4%
R	400798	16.4%
E	226863	9.3%
	175664	7.2%
A	87837	3.6%
C	87837	3.6%
w	87820	3.6%
e	6	< 0.1%
Other values (11)	31	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2443185	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
O	574733	23.5%
P	400798	16.4%
S	400798	16.4%
R	400798	16.4%
E	226863	9.3%
	175664	7.2%
A	87837	3.6%
C	87837	3.6%
w	87820	3.6%
e	6	< 0.1%
Other values (11)	31	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2443185	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
O	574733	23.5%
P	400798	16.4%
S	400798	16.4%
R	400798	16.4%
E	226863	9.3%
	175664	7.2%
A	87837	3.6%
C	87837	3.6%
w	87820	3.6%
e	6	< 0.1%
Other values (11)	31	< 0.1%

Forks
Categorical

IMBALANCE MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	209048
Missing (%)	52.1%
Memory size	24.9 MiB

None or Unspecified	178300
Yes	13777

Length

Max length	19
Median length	19
Mean length	17.852377
Min length	3

Characters and Unicode

Total characters	3429031
Distinct characters	14
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	None or Unspecified
2nd row	None or Unspecified
3rd row	None or Unspecified
4th row	None or Unspecified
5th row	None or Unspecified

Common Values

Value	Count	Frequency (%)
None or Unspecified	178300	44.4%
Yes	13777	3.4%
(Missing)	209048	52.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
none	178300	32.5%
or	178300	32.5%
unspecified	178300	32.5%
yes	13777	2.5%

Most occurring characters

Value	Count	Frequency (%)
e	548677	16.0%
o	356600	10.4%
n	356600	10.4%
	356600	10.4%
i	356600	10.4%
s	192077	5.6%
N	178300	5.2%
r	178300	5.2%
U	178300	5.2%
p	178300	5.2%
Other values (4)	548677	16.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	3429031	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	548677	16.0%
o	356600	10.4%
n	356600	10.4%
	356600	10.4%
i	356600	10.4%
s	192077	5.6%
N	178300	5.2%
r	178300	5.2%
U	178300	5.2%
p	178300	5.2%
Other values (4)	548677	16.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	3429031	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	548677	16.0%
o	356600	10.4%
n	356600	10.4%
	356600	10.4%
i	356600	10.4%
s	192077	5.6%
N	178300	5.2%
r	178300	5.2%
U	178300	5.2%
p	178300	5.2%
Other values (4)	548677	16.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	3429031	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	548677	16.0%
o	356600	10.4%
n	356600	10.4%
	356600	10.4%
i	356600	10.4%
s	192077	5.6%
N	178300	5.2%
r	178300	5.2%
U	178300	5.2%
p	178300	5.2%
Other values (4)	548677	16.0%

Pad_Type
Categorical

HIGH CORRELATION IMBALANCE MISSING

Distinct	4
Distinct (%)	< 0.1%
Missing	321991
Missing (%)	80.3%
Memory size	22.8 MiB

None or Unspecified	70614
Reversible	5832
Street	2663
Grouser	25

Length

Max length	19
Median length	19
Mean length	17.895456
Min length	6

Characters and Unicode

Total characters	1416139
Distinct characters	21
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	None or Unspecified
2nd row	Reversible
3rd row	Street
4th row	None or Unspecified
5th row	None or Unspecified

Common Values

Value	Count	Frequency (%)
None or Unspecified	70614	17.6%
Reversible	5832	1.5%
Street	2663	0.7%
Grouser	25	< 0.1%
(Missing)	321991	80.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
none	70614	32.0%
or	70614	32.0%
unspecified	70614	32.0%
reversible	5832	2.6%
street	2663	1.2%
grouser	25	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
e	234689	16.6%
i	147060	10.4%
o	141253	10.0%
n	141228	10.0%
	141228	10.0%
r	79159	5.6%
s	76471	5.4%
d	70614	5.0%
f	70614	5.0%
N	70614	5.0%
Other values (11)	243209	17.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1416139	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	234689	16.6%
i	147060	10.4%
o	141253	10.0%
n	141228	10.0%
	141228	10.0%
r	79159	5.6%
s	76471	5.4%
d	70614	5.0%
f	70614	5.0%
N	70614	5.0%
Other values (11)	243209	17.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1416139	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	234689	16.6%
i	147060	10.4%
o	141253	10.0%
n	141228	10.0%
	141228	10.0%
r	79159	5.6%
s	76471	5.4%
d	70614	5.0%
f	70614	5.0%
N	70614	5.0%
Other values (11)	243209	17.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1416139	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	234689	16.6%
i	147060	10.4%
o	141253	10.0%
n	141228	10.0%
	141228	10.0%
r	79159	5.6%
s	76471	5.4%
d	70614	5.0%
f	70614	5.0%
N	70614	5.0%
Other values (11)	243209	17.2%

Ride_Control
Categorical

HIGH CORRELATION MISSING

Distinct	3
Distinct (%)	< 0.1%
Missing	252519
Missing (%)	63.0%
Memory size	22.9 MiB

No	77685
None or Unspecified	63116
Yes	7805

Length

Max length	19
Median length	2
Mean length	9.2727683
Min length	2

Characters and Unicode

Total characters	1377989
Distinct characters	14
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	None or Unspecified
2nd row	None or Unspecified
3rd row	No
4th row	No
5th row	None or Unspecified

Common Values

Value	Count	Frequency (%)
No	77685	19.4%
None or Unspecified	63116	15.7%
Yes	7805	1.9%
(Missing)	252519	63.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
no	77685	28.3%
none	63116	23.0%
or	63116	23.0%
unspecified	63116	23.0%
yes	7805	2.8%

Most occurring characters

Value	Count	Frequency (%)
o	203917	14.8%
e	197153	14.3%
N	140801	10.2%
n	126232	9.2%
	126232	9.2%
i	126232	9.2%
s	70921	5.1%
r	63116	4.6%
U	63116	4.6%
p	63116	4.6%
Other values (4)	197153	14.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1377989	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
o	203917	14.8%
e	197153	14.3%
N	140801	10.2%
n	126232	9.2%
	126232	9.2%
i	126232	9.2%
s	70921	5.1%
r	63116	4.6%
U	63116	4.6%
p	63116	4.6%
Other values (4)	197153	14.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1377989	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
o	203917	14.8%
e	197153	14.3%
N	140801	10.2%
n	126232	9.2%
	126232	9.2%
i	126232	9.2%
s	70921	5.1%
r	63116	4.6%
U	63116	4.6%
p	63116	4.6%
Other values (4)	197153	14.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1377989	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
o	203917	14.8%
e	197153	14.3%
N	140801	10.2%
n	126232	9.2%
	126232	9.2%
i	126232	9.2%
s	70921	5.1%
r	63116	4.6%
U	63116	4.6%
p	63116	4.6%
Other values (4)	197153	14.3%

Stick
Categorical

HIGH CORRELATION MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	321991
Missing (%)	80.3%
Memory size	22.1 MiB

Standard	48829
Extended	30305

Length

Max length	8
Median length	8
Mean length	8
Min length	8

Characters and Unicode

Total characters	633072
Distinct characters	9
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Extended
2nd row	Standard
3rd row	Standard
4th row	Standard
5th row	Standard

Common Values

Value	Count	Frequency (%)
Standard	48829	12.2%
Extended	30305	7.6%
(Missing)	321991	80.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
standard	48829	61.7%
extended	30305	38.3%

Most occurring characters

Value	Count	Frequency (%)
d	158268	25.0%
a	97658	15.4%
t	79134	12.5%
n	79134	12.5%
e	60610	9.6%
S	48829	7.7%
r	48829	7.7%
E	30305	4.8%
x	30305	4.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	633072	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
d	158268	25.0%
a	97658	15.4%
t	79134	12.5%
n	79134	12.5%
e	60610	9.6%
S	48829	7.7%
r	48829	7.7%
E	30305	4.8%
x	30305	4.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	633072	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
d	158268	25.0%
a	97658	15.4%
t	79134	12.5%
n	79134	12.5%
e	60610	9.6%
S	48829	7.7%
r	48829	7.7%
E	30305	4.8%
x	30305	4.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	633072	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
d	158268	25.0%
a	97658	15.4%
t	79134	12.5%
n	79134	12.5%
e	60610	9.6%
S	48829	7.7%
r	48829	7.7%
E	30305	4.8%
x	30305	4.8%

Transmission
Categorical

HIGH CORRELATION IMBALANCE MISSING

Distinct	8
Distinct (%)	< 0.1%
Missing	217895
Missing (%)	54.3%
Memory size	23.3 MiB

Standard	140328
None or Unspecified	23147
Powershift	11731
Powershuttle	4244
Hydrostatic	3204
Other values (3)	576

Length

Max length	19
Median length	8
Mean length	9.6727446
Min length	8

Characters and Unicode

Total characters	1772337
Distinct characters	26
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Powershuttle
2nd row	Standard
3rd row	Standard
4th row	Standard
5th row	Standard

Common Values

Value	Count	Frequency (%)
Standard	140328	35.0%
None or Unspecified	23147	5.8%
Powershift	11731	2.9%
Powershuttle	4244	1.1%
Hydrostatic	3204	0.8%
Direct Drive	418	0.1%
Autoshift	114	< 0.1%
AutoShift	44	< 0.1%
(Missing)	217895	54.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
standard	140328	61.0%
none	23147	10.1%
or	23147	10.1%
unspecified	23147	10.1%
powershift	11731	5.1%
powershuttle	4244	1.8%
hydrostatic	3204	1.4%
direct	418	0.2%
drive	418	0.2%
autoshift	158	0.1%

Most occurring characters

Value	Count	Frequency (%)
d	307007	17.3%
a	283860	16.0%
n	186622	10.5%
r	183490	10.4%
t	167689	9.5%
S	140372	7.9%
e	90496	5.1%
o	65631	3.7%
i	62223	3.5%
	46712	2.6%
Other values (16)	238235	13.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1772337	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
d	307007	17.3%
a	283860	16.0%
n	186622	10.5%
r	183490	10.4%
t	167689	9.5%
S	140372	7.9%
e	90496	5.1%
o	65631	3.7%
i	62223	3.5%
	46712	2.6%
Other values (16)	238235	13.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1772337	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
d	307007	17.3%
a	283860	16.0%
n	186622	10.5%
r	183490	10.4%
t	167689	9.5%
S	140372	7.9%
e	90496	5.1%
o	65631	3.7%
i	62223	3.5%
	46712	2.6%
Other values (16)	238235	13.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1772337	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
d	307007	17.3%
a	283860	16.0%
n	186622	10.5%
r	183490	10.4%
t	167689	9.5%
S	140372	7.9%
e	90496	5.1%
o	65631	3.7%
i	62223	3.5%
	46712	2.6%
Other values (16)	238235	13.4%

Turbocharged
Categorical

HIGH CORRELATION IMBALANCE MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	321991
Missing (%)	80.3%
Memory size	22.9 MiB

None or Unspecified	75211
Yes	3923

Length

Max length	19
Median length	19
Mean length	18.206814
Min length	3

Characters and Unicode

Total characters	1440778
Distinct characters	14
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	None or Unspecified
2nd row	Yes
3rd row	None or Unspecified
4th row	None or Unspecified
5th row	None or Unspecified

Common Values

Value	Count	Frequency (%)
None or Unspecified	75211	18.8%
Yes	3923	1.0%
(Missing)	321991	80.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
none	75211	32.8%
or	75211	32.8%
unspecified	75211	32.8%
yes	3923	1.7%

Most occurring characters

Value	Count	Frequency (%)
e	229556	15.9%
o	150422	10.4%
n	150422	10.4%
	150422	10.4%
i	150422	10.4%
s	79134	5.5%
N	75211	5.2%
r	75211	5.2%
U	75211	5.2%
p	75211	5.2%
Other values (4)	229556	15.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1440778	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	229556	15.9%
o	150422	10.4%
n	150422	10.4%
	150422	10.4%
i	150422	10.4%
s	79134	5.5%
N	75211	5.2%
r	75211	5.2%
U	75211	5.2%
p	75211	5.2%
Other values (4)	229556	15.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1440778	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	229556	15.9%
o	150422	10.4%
n	150422	10.4%
	150422	10.4%
i	150422	10.4%
s	79134	5.5%
N	75211	5.2%
r	75211	5.2%
U	75211	5.2%
p	75211	5.2%
Other values (4)	229556	15.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1440778	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	229556	15.9%
o	150422	10.4%
n	150422	10.4%
	150422	10.4%
i	150422	10.4%
s	79134	5.5%
N	75211	5.2%
r	75211	5.2%
U	75211	5.2%
p	75211	5.2%
Other values (4)	229556	15.9%

Blade_Extension
Categorical

HIGH CORRELATION IMBALANCE MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	375906
Missing (%)	93.7%
Memory size	21.9 MiB

None or Unspecified	24692
Yes	527

Length

Max length	19
Median length	19
Mean length	18.665649
Min length	3

Characters and Unicode

Total characters	470729
Distinct characters	14
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Yes
2nd row	None or Unspecified
3rd row	None or Unspecified
4th row	None or Unspecified
5th row	None or Unspecified

Common Values

Value	Count	Frequency (%)
None or Unspecified	24692	6.2%
Yes	527	0.1%
(Missing)	375906	93.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
none	24692	33.1%
or	24692	33.1%
unspecified	24692	33.1%
yes	527	0.7%

Most occurring characters

Value	Count	Frequency (%)
e	74603	15.8%
o	49384	10.5%
n	49384	10.5%
	49384	10.5%
i	49384	10.5%
s	25219	5.4%
N	24692	5.2%
r	24692	5.2%
U	24692	5.2%
p	24692	5.2%
Other values (4)	74603	15.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	470729	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	74603	15.8%
o	49384	10.5%
n	49384	10.5%
	49384	10.5%
i	49384	10.5%
s	25219	5.4%
N	24692	5.2%
r	24692	5.2%
U	24692	5.2%
p	24692	5.2%
Other values (4)	74603	15.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	470729	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	74603	15.8%
o	49384	10.5%
n	49384	10.5%
	49384	10.5%
i	49384	10.5%
s	25219	5.4%
N	24692	5.2%
r	24692	5.2%
U	24692	5.2%
p	24692	5.2%
Other values (4)	74603	15.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	470729	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	74603	15.8%
o	49384	10.5%
n	49384	10.5%
	49384	10.5%
i	49384	10.5%
s	25219	5.4%
N	24692	5.2%
r	24692	5.2%
U	24692	5.2%
p	24692	5.2%
Other values (4)	74603	15.8%

Blade_Width
Categorical

HIGH CORRELATION MISSING

Distinct	6
Distinct (%)	< 0.1%
Missing	375906
Missing (%)	93.7%
Memory size	21.7 MiB

14'	9615
None or Unspecified	9283
12'	4968
16'	933
13'	329

Length

Max length	19
Median length	3
Mean length	8.8931361
Min length	3

Characters and Unicode

Total characters	224276
Distinct characters	20
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	None or Unspecified
2nd row	None or Unspecified
3rd row	12'
4th row	14'
5th row	14'

Common Values

Value	Count	Frequency (%)
14'	9615	2.4%
None or Unspecified	9283	2.3%
12'	4968	1.2%
16'	933	0.2%
13'	329	0.1%
<12'	91	< 0.1%
(Missing)	375906	93.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
14	9615	22.0%
none	9283	21.2%
or	9283	21.2%
unspecified	9283	21.2%
12	5059	11.6%
16	933	2.1%
13	329	0.8%

Most occurring characters

Value	Count	Frequency (%)
e	27849	12.4%
o	18566	8.3%
n	18566	8.3%
	18566	8.3%
i	18566	8.3%
1	15936	7.1%
'	15936	7.1%
4	9615	4.3%
c	9283	4.1%
d	9283	4.1%
Other values (10)	62110	27.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	224276	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	27849	12.4%
o	18566	8.3%
n	18566	8.3%
	18566	8.3%
i	18566	8.3%
1	15936	7.1%
'	15936	7.1%
4	9615	4.3%
c	9283	4.1%
d	9283	4.1%
Other values (10)	62110	27.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	224276	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	27849	12.4%
o	18566	8.3%
n	18566	8.3%
	18566	8.3%
i	18566	8.3%
1	15936	7.1%
'	15936	7.1%
4	9615	4.3%
c	9283	4.1%
d	9283	4.1%
Other values (10)	62110	27.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	224276	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	27849	12.4%
o	18566	8.3%
n	18566	8.3%
	18566	8.3%
i	18566	8.3%
1	15936	7.1%
'	15936	7.1%
4	9615	4.3%
c	9283	4.1%
d	9283	4.1%
Other values (10)	62110	27.7%

Enclosure_Type
Categorical

HIGH CORRELATION IMBALANCE MISSING

Distinct	3
Distinct (%)	< 0.1%
Missing	375906
Missing (%)	93.7%
Memory size	21.9 MiB

None or Unspecified	21923
Low Profile	2510
High Profile	786

Length

Max length	19
Median length	19
Mean length	17.985606
Min length	11

Characters and Unicode

Total characters	453579
Distinct characters	20
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	None or Unspecified
2nd row	None or Unspecified
3rd row	None or Unspecified
4th row	None or Unspecified
5th row	Low Profile

Common Values

Value	Count	Frequency (%)
None or Unspecified	21923	5.5%
Low Profile	2510	0.6%
High Profile	786	0.2%
(Missing)	375906	93.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
none	21923	30.3%
or	21923	30.3%
unspecified	21923	30.3%
profile	3296	4.6%
low	2510	3.5%
high	786	1.1%

Most occurring characters

Value	Count	Frequency (%)
e	69065	15.2%
o	49652	10.9%
i	47928	10.6%
	47142	10.4%
n	43846	9.7%
r	25219	5.6%
f	25219	5.6%
c	21923	4.8%
d	21923	4.8%
N	21923	4.8%
Other values (10)	79739	17.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	453579	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	69065	15.2%
o	49652	10.9%
i	47928	10.6%
	47142	10.4%
n	43846	9.7%
r	25219	5.6%
f	25219	5.6%
c	21923	4.8%
d	21923	4.8%
N	21923	4.8%
Other values (10)	79739	17.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	453579	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	69065	15.2%
o	49652	10.9%
i	47928	10.6%
	47142	10.4%
n	43846	9.7%
r	25219	5.6%
f	25219	5.6%
c	21923	4.8%
d	21923	4.8%
N	21923	4.8%
Other values (10)	79739	17.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	453579	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	69065	15.2%
o	49652	10.9%
i	47928	10.6%
	47142	10.4%
n	43846	9.7%
r	25219	5.6%
f	25219	5.6%
c	21923	4.8%
d	21923	4.8%
N	21923	4.8%
Other values (10)	79739	17.6%

Engine_Horsepower
Categorical

HIGH CORRELATION IMBALANCE MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	375906
Missing (%)	93.7%
Memory size	21.5 MiB

No	23937
Variable	1282

Length

Max length	8
Median length	2
Mean length	2.3050081
Min length	2

Characters and Unicode

Total characters	58130
Distinct characters	9
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	No
2nd row	No
3rd row	No
4th row	No
5th row	Variable

Common Values

Value	Count	Frequency (%)
No	23937	6.0%
Variable	1282	0.3%
(Missing)	375906	93.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
no	23937	94.9%
variable	1282	5.1%

Most occurring characters

Value	Count	Frequency (%)
N	23937	41.2%
o	23937	41.2%
a	2564	4.4%
V	1282	2.2%
r	1282	2.2%
i	1282	2.2%
b	1282	2.2%
l	1282	2.2%
e	1282	2.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	58130	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
N	23937	41.2%
o	23937	41.2%
a	2564	4.4%
V	1282	2.2%
r	1282	2.2%
i	1282	2.2%
b	1282	2.2%
l	1282	2.2%
e	1282	2.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	58130	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
N	23937	41.2%
o	23937	41.2%
a	2564	4.4%
V	1282	2.2%
r	1282	2.2%
i	1282	2.2%
b	1282	2.2%
l	1282	2.2%
e	1282	2.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	58130	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
N	23937	41.2%
o	23937	41.2%
a	2564	4.4%
V	1282	2.2%
r	1282	2.2%
i	1282	2.2%
b	1282	2.2%
l	1282	2.2%
e	1282	2.2%

Hydraulics
Categorical

HIGH CORRELATION MISSING

Distinct	12
Distinct (%)	< 0.1%
Missing	80555
Missing (%)	20.1%
Memory size	24.3 MiB

2 Valve	141404
Standard	104423
Auxiliary	40737
Base + 1 Function	24770
3 Valve	5622
Other values (7)	3614

Length

Max length	19
Median length	17
Mean length	8.3730449
Min length	7

Characters and Unicode

Total characters	2684147
Distinct characters	32
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2 Valve
2nd row	2 Valve
3rd row	Auxiliary
4th row	2 Valve
5th row	Auxiliary

Common Values

Value	Count	Frequency (%)
2 Valve	141404	35.3%
Standard	104423	26.0%
Auxiliary	40737	10.2%
Base + 1 Function	24770	6.2%
3 Valve	5622	1.4%
4 Valve	2960	0.7%
Base + 3 Function	299	0.1%
Base + 2 Function	127	< 0.1%
Base + 5 Function	89	< 0.1%
Base + 4 Function	76	< 0.1%
Other values (2)	63	< 0.1%
(Missing)	80555	20.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
valve	149986	27.4%
2	141531	25.9%
standard	104423	19.1%
auxiliary	40737	7.4%
base	25414	4.6%
	25414	4.6%
function	25414	4.6%
1	24770	4.5%
3	5921	1.1%
4	3036	0.6%
Other values (5)	172	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
a	424983	15.8%
	226248	8.4%
d	208856	7.8%
l	190723	7.1%
e	175430	6.5%
n	155271	5.8%
V	149986	5.6%
v	149986	5.6%
r	145170	5.4%
2	141531	5.3%
Other values (22)	715963	26.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2684147	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	424983	15.8%
	226248	8.4%
d	208856	7.8%
l	190723	7.1%
e	175430	6.5%
n	155271	5.8%
V	149986	5.6%
v	149986	5.6%
r	145170	5.4%
2	141531	5.3%
Other values (22)	715963	26.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2684147	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	424983	15.8%
	226248	8.4%
d	208856	7.8%
l	190723	7.1%
e	175430	6.5%
n	155271	5.8%
V	149986	5.6%
v	149986	5.6%
r	145170	5.4%
2	141531	5.3%
Other values (22)	715963	26.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2684147	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	424983	15.8%
	226248	8.4%
d	208856	7.8%
l	190723	7.1%
e	175430	6.5%
n	155271	5.8%
V	149986	5.6%
v	149986	5.6%
r	145170	5.4%
2	141531	5.3%
Other values (22)	715963	26.7%

Pushblock
Categorical

HIGH CORRELATION MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	375906
Missing (%)	93.7%
Memory size	21.8 MiB

None or Unspecified	19463
Yes	5756

Length

Max length	19
Median length	19
Mean length	15.34815
Min length	3

Characters and Unicode

Total characters	387065
Distinct characters	14
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	None or Unspecified
2nd row	None or Unspecified
3rd row	Yes
4th row	None or Unspecified
5th row	Yes

Common Values

Value	Count	Frequency (%)
None or Unspecified	19463	4.9%
Yes	5756	1.4%
(Missing)	375906	93.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
none	19463	30.3%
or	19463	30.3%
unspecified	19463	30.3%
yes	5756	9.0%

Most occurring characters

Value	Count	Frequency (%)
e	64145	16.6%
o	38926	10.1%
n	38926	10.1%
	38926	10.1%
i	38926	10.1%
s	25219	6.5%
N	19463	5.0%
r	19463	5.0%
U	19463	5.0%
p	19463	5.0%
Other values (4)	64145	16.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	387065	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	64145	16.6%
o	38926	10.1%
n	38926	10.1%
	38926	10.1%
i	38926	10.1%
s	25219	6.5%
N	19463	5.0%
r	19463	5.0%
U	19463	5.0%
p	19463	5.0%
Other values (4)	64145	16.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	387065	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	64145	16.6%
o	38926	10.1%
n	38926	10.1%
	38926	10.1%
i	38926	10.1%
s	25219	6.5%
N	19463	5.0%
r	19463	5.0%
U	19463	5.0%
p	19463	5.0%
Other values (4)	64145	16.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	387065	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	64145	16.6%
o	38926	10.1%
n	38926	10.1%
	38926	10.1%
i	38926	10.1%
s	25219	6.5%
N	19463	5.0%
r	19463	5.0%
U	19463	5.0%
p	19463	5.0%
Other values (4)	64145	16.6%

Ripper
Categorical

HIGH CORRELATION MISSING

Distinct	4
Distinct (%)	< 0.1%
Missing	296988
Missing (%)	74.0%
Memory size	23.2 MiB

None or Unspecified	83452
Yes	7902
Multi Shank	7633
Single Shank	5150

Length

Max length	19
Median length	19
Mean length	16.853347
Min length	3

Characters and Unicode

Total characters	1755057
Distinct characters	23
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	None or Unspecified
2nd row	None or Unspecified
3rd row	None or Unspecified
4th row	None or Unspecified
5th row	None or Unspecified

Common Values

Value	Count	Frequency (%)
None or Unspecified	83452	20.8%
Yes	7902	2.0%
Multi Shank	7633	1.9%
Single Shank	5150	1.3%
(Missing)	296988	74.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
none	83452	29.4%
or	83452	29.4%
unspecified	83452	29.4%
shank	12783	4.5%
yes	7902	2.8%
multi	7633	2.7%
single	5150	1.8%

Most occurring characters

Value	Count	Frequency (%)
e	263408	15.0%
n	184837	10.5%
	179687	10.2%
i	179687	10.2%
o	166904	9.5%
s	91354	5.2%
N	83452	4.8%
c	83452	4.8%
d	83452	4.8%
f	83452	4.8%
Other values (13)	355372	20.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1755057	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	263408	15.0%
n	184837	10.5%
	179687	10.2%
i	179687	10.2%
o	166904	9.5%
s	91354	5.2%
N	83452	4.8%
c	83452	4.8%
d	83452	4.8%
f	83452	4.8%
Other values (13)	355372	20.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1755057	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	263408	15.0%
n	184837	10.5%
	179687	10.2%
i	179687	10.2%
o	166904	9.5%
s	91354	5.2%
N	83452	4.8%
c	83452	4.8%
d	83452	4.8%
f	83452	4.8%
Other values (13)	355372	20.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1755057	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	263408	15.0%
n	184837	10.5%
	179687	10.2%
i	179687	10.2%
o	166904	9.5%
s	91354	5.2%
N	83452	4.8%
c	83452	4.8%
d	83452	4.8%
f	83452	4.8%
Other values (13)	355372	20.2%

Scarifier
Categorical

HIGH CORRELATION MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	375895
Missing (%)	93.7%
Memory size	21.7 MiB

None or Unspecified	12719
Yes	12511

Length

Max length	19
Median length	19
Mean length	11.065953
Min length	3

Characters and Unicode

Total characters	279194
Distinct characters	14
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Yes
2nd row	Yes
3rd row	Yes
4th row	Yes
5th row	None or Unspecified

Common Values

Value	Count	Frequency (%)
None or Unspecified	12719	3.2%
Yes	12511	3.1%
(Missing)	375895	93.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
none	12719	25.1%
or	12719	25.1%
unspecified	12719	25.1%
yes	12511	24.7%

Most occurring characters

Value	Count	Frequency (%)
e	50668	18.1%
o	25438	9.1%
n	25438	9.1%
	25438	9.1%
i	25438	9.1%
s	25230	9.0%
N	12719	4.6%
r	12719	4.6%
U	12719	4.6%
p	12719	4.6%
Other values (4)	50668	18.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	279194	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	50668	18.1%
o	25438	9.1%
n	25438	9.1%
	25438	9.1%
i	25438	9.1%
s	25230	9.0%
N	12719	4.6%
r	12719	4.6%
U	12719	4.6%
p	12719	4.6%
Other values (4)	50668	18.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	279194	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	50668	18.1%
o	25438	9.1%
n	25438	9.1%
	25438	9.1%
i	25438	9.1%
s	25230	9.0%
N	12719	4.6%
r	12719	4.6%
U	12719	4.6%
p	12719	4.6%
Other values (4)	50668	18.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	279194	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	50668	18.1%
o	25438	9.1%
n	25438	9.1%
	25438	9.1%
i	25438	9.1%
s	25230	9.0%
N	12719	4.6%
r	12719	4.6%
U	12719	4.6%
p	12719	4.6%
Other values (4)	50668	18.1%

Tip_Control
Categorical

HIGH CORRELATION MISSING

Distinct	3
Distinct (%)	< 0.1%
Missing	375906
Missing (%)	93.7%
Memory size	21.8 MiB

None or Unspecified	16207
Sideshift & Tip	7070
Tip	1942

Length

Max length	19
Median length	19
Mean length	16.646536
Min length	3

Characters and Unicode

Total characters	419809
Distinct characters	18
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Sideshift & Tip
2nd row	None or Unspecified
3rd row	None or Unspecified
4th row	None or Unspecified
5th row	None or Unspecified

Common Values

Value	Count	Frequency (%)
None or Unspecified	16207	4.0%
Sideshift & Tip	7070	1.8%
Tip	1942	0.5%
(Missing)	375906	93.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
none	16207	22.6%
or	16207	22.6%
unspecified	16207	22.6%
tip	9012	12.6%
sideshift	7070	9.9%
	7070	9.9%

Most occurring characters

Value	Count	Frequency (%)
e	55691	13.3%
i	55566	13.2%
	46554	11.1%
n	32414	7.7%
o	32414	7.7%
p	25219	6.0%
d	23277	5.5%
f	23277	5.5%
s	23277	5.5%
N	16207	3.9%
Other values (8)	85913	20.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	419809	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	55691	13.3%
i	55566	13.2%
	46554	11.1%
n	32414	7.7%
o	32414	7.7%
p	25219	6.0%
d	23277	5.5%
f	23277	5.5%
s	23277	5.5%
N	16207	3.9%
Other values (8)	85913	20.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	419809	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	55691	13.3%
i	55566	13.2%
	46554	11.1%
n	32414	7.7%
o	32414	7.7%
p	25219	6.0%
d	23277	5.5%
f	23277	5.5%
s	23277	5.5%
N	16207	3.9%
Other values (8)	85913	20.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	419809	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	55691	13.3%
i	55566	13.2%
	46554	11.1%
n	32414	7.7%
o	32414	7.7%
p	25219	6.0%
d	23277	5.5%
f	23277	5.5%
s	23277	5.5%
N	16207	3.9%
Other values (8)	85913	20.5%

Tire_Size
Categorical

HIGH CORRELATION MISSING

Distinct	17
Distinct (%)	< 0.1%
Missing	306407
Missing (%)	76.4%
Memory size	22.5 MiB

None or Unspecified	46339
20.5	15242
14"	8813
23.5	8480
26.5	4482
Other values (12)	11362

Length

Max length	19
Median length	7
Mean length	11.272081
Min length	3

Characters and Unicode

Total characters	1067669
Distinct characters	25
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	None or Unspecified
2nd row	23.5
3rd row	None or Unspecified
4th row	13"
5th row	26.5

Common Values

Value	Count	Frequency (%)
None or Unspecified	46339	11.6%
20.5	15242	3.8%
14"	8813	2.2%
23.5	8480	2.1%
26.5	4482	1.1%
17.5	3932	1.0%
29.5	2704	0.7%
17.5"	1793	0.4%
13"	766	0.2%
20.5"	718	0.2%
Other values (7)	1449	0.4%
(Missing)	306407	76.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
none	46339	24.7%
or	46339	24.7%
unspecified	46339	24.7%
20.5	15960	8.5%
14	8813	4.7%
23.5	8782	4.7%
17.5	5725	3.1%
26.5	4482	2.4%
29.5	2704	1.4%
15.5	1064	0.6%
Other values (5)	852	0.5%

Most occurring characters

Value	Count	Frequency (%)
e	139017	13.0%
n	92681	8.7%
	92681	8.7%
i	92681	8.7%
o	92678	8.7%
c	46342	4.3%
N	46339	4.3%
f	46339	4.3%
d	46339	4.3%
p	46339	4.3%
Other values (15)	326233	30.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1067669	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	139017	13.0%
n	92681	8.7%
	92681	8.7%
i	92681	8.7%
o	92678	8.7%
c	46342	4.3%
N	46339	4.3%
f	46339	4.3%
d	46339	4.3%
p	46339	4.3%
Other values (15)	326233	30.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1067669	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	139017	13.0%
n	92681	8.7%
	92681	8.7%
i	92681	8.7%
o	92678	8.7%
c	46342	4.3%
N	46339	4.3%
f	46339	4.3%
d	46339	4.3%
p	46339	4.3%
Other values (15)	326233	30.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1067669	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	139017	13.0%
n	92681	8.7%
	92681	8.7%
i	92681	8.7%
o	92678	8.7%
c	46342	4.3%
N	46339	4.3%
f	46339	4.3%
d	46339	4.3%
p	46339	4.3%
Other values (15)	326233	30.6%

Coupler
Categorical

HIGH CORRELATION IMBALANCE MISSING

Distinct	3
Distinct (%)	< 0.1%
Missing	187173
Missing (%)	46.7%
Memory size	25.2 MiB

None or Unspecified	184582
Manual	23301
Hydraulic	6069

Length

Max length	19
Median length	19
Mean length	17.300539
Min length	6

Characters and Unicode

Total characters	3701485
Distinct characters	19
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	None or Unspecified
2nd row	None or Unspecified
3rd row	None or Unspecified
4th row	None or Unspecified
5th row	None or Unspecified

Common Values

Value	Count	Frequency (%)
None or Unspecified	184582	46.0%
Manual	23301	5.8%
Hydraulic	6069	1.5%
(Missing)	187173	46.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
none	184582	31.7%
or	184582	31.7%
unspecified	184582	31.7%
manual	23301	4.0%
hydraulic	6069	1.0%

Most occurring characters

Value	Count	Frequency (%)
e	553746	15.0%
n	392465	10.6%
i	375233	10.1%
o	369164	10.0%
	369164	10.0%
c	190651	5.2%
r	190651	5.2%
d	190651	5.2%
f	184582	5.0%
N	184582	5.0%
Other values (9)	700596	18.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	3701485	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	553746	15.0%
n	392465	10.6%
i	375233	10.1%
o	369164	10.0%
	369164	10.0%
c	190651	5.2%
r	190651	5.2%
d	190651	5.2%
f	184582	5.0%
N	184582	5.0%
Other values (9)	700596	18.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	3701485	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	553746	15.0%
n	392465	10.6%
i	375233	10.1%
o	369164	10.0%
	369164	10.0%
c	190651	5.2%
r	190651	5.2%
d	190651	5.2%
f	184582	5.0%
N	184582	5.0%
Other values (9)	700596	18.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	3701485	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	553746	15.0%
n	392465	10.6%
i	375233	10.1%
o	369164	10.0%
	369164	10.0%
c	190651	5.2%
r	190651	5.2%
d	190651	5.2%
f	184582	5.0%
N	184582	5.0%
Other values (9)	700596	18.9%

Coupler_System
Categorical

HIGH CORRELATION IMBALANCE MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	357667
Missing (%)	89.2%
Memory size	22.2 MiB

None or Unspecified	40430
Yes	3028

Length

Max length	19
Median length	19
Mean length	17.885176
Min length	3

Characters and Unicode

Total characters	777254
Distinct characters	14
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	None or Unspecified
2nd row	None or Unspecified
3rd row	None or Unspecified
4th row	None or Unspecified
5th row	None or Unspecified

Common Values

Value	Count	Frequency (%)
None or Unspecified	40430	10.1%
Yes	3028	0.8%
(Missing)	357667	89.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
none	40430	32.5%
or	40430	32.5%
unspecified	40430	32.5%
yes	3028	2.4%

Most occurring characters

Value	Count	Frequency (%)
e	124318	16.0%
o	80860	10.4%
n	80860	10.4%
	80860	10.4%
i	80860	10.4%
s	43458	5.6%
N	40430	5.2%
r	40430	5.2%
U	40430	5.2%
p	40430	5.2%
Other values (4)	124318	16.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	777254	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	124318	16.0%
o	80860	10.4%
n	80860	10.4%
	80860	10.4%
i	80860	10.4%
s	43458	5.6%
N	40430	5.2%
r	40430	5.2%
U	40430	5.2%
p	40430	5.2%
Other values (4)	124318	16.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	777254	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	124318	16.0%
o	80860	10.4%
n	80860	10.4%
	80860	10.4%
i	80860	10.4%
s	43458	5.6%
N	40430	5.2%
r	40430	5.2%
U	40430	5.2%
p	40430	5.2%
Other values (4)	124318	16.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	777254	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	124318	16.0%
o	80860	10.4%
n	80860	10.4%
	80860	10.4%
i	80860	10.4%
s	43458	5.6%
N	40430	5.2%
r	40430	5.2%
U	40430	5.2%
p	40430	5.2%
Other values (4)	124318	16.0%

Grouser_Tracks
Categorical

HIGH CORRELATION IMBALANCE MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	357763
Missing (%)	89.2%
Memory size	22.2 MiB

None or Unspecified	40515
Yes	2847

Length

Max length	19
Median length	19
Mean length	17.949495
Min length	3

Characters and Unicode

Total characters	778326
Distinct characters	14
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	None or Unspecified
2nd row	None or Unspecified
3rd row	None or Unspecified
4th row	Yes
5th row	Yes

Common Values

Value	Count	Frequency (%)
None or Unspecified	40515	10.1%
Yes	2847	0.7%
(Missing)	357763	89.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
none	40515	32.6%
or	40515	32.6%
unspecified	40515	32.6%
yes	2847	2.3%

Most occurring characters

Value	Count	Frequency (%)
e	124392	16.0%
o	81030	10.4%
n	81030	10.4%
	81030	10.4%
i	81030	10.4%
s	43362	5.6%
N	40515	5.2%
r	40515	5.2%
U	40515	5.2%
p	40515	5.2%
Other values (4)	124392	16.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	778326	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	124392	16.0%
o	81030	10.4%
n	81030	10.4%
	81030	10.4%
i	81030	10.4%
s	43362	5.6%
N	40515	5.2%
r	40515	5.2%
U	40515	5.2%
p	40515	5.2%
Other values (4)	124392	16.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	778326	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	124392	16.0%
o	81030	10.4%
n	81030	10.4%
	81030	10.4%
i	81030	10.4%
s	43362	5.6%
N	40515	5.2%
r	40515	5.2%
U	40515	5.2%
p	40515	5.2%
Other values (4)	124392	16.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	778326	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	124392	16.0%
o	81030	10.4%
n	81030	10.4%
	81030	10.4%
i	81030	10.4%
s	43362	5.6%
N	40515	5.2%
r	40515	5.2%
U	40515	5.2%
p	40515	5.2%
Other values (4)	124392	16.0%

Hydraulics_Flow
Categorical

HIGH CORRELATION IMBALANCE MISSING

Distinct	3
Distinct (%)	< 0.1%
Missing	357763
Missing (%)	89.2%
Memory size	21.8 MiB

Standard	42784
High Flow	553
None or Unspecified	25

Length

Max length	19
Median length	8
Mean length	8.0190951
Min length	8

Characters and Unicode

Total characters	347724
Distinct characters	22
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Standard
2nd row	Standard
3rd row	Standard
4th row	Standard
5th row	Standard

Common Values

Value	Count	Frequency (%)
Standard	42784	10.7%
High Flow	553	0.1%
None or Unspecified	25	< 0.1%
(Missing)	357763	89.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
standard	42784	97.3%
high	553	1.3%
flow	553	1.3%
none	25	0.1%
or	25	0.1%
unspecified	25	0.1%

Most occurring characters

Value	Count	Frequency (%)
d	85593	24.6%
a	85568	24.6%
n	42834	12.3%
r	42809	12.3%
S	42784	12.3%
t	42784	12.3%
i	603	0.2%
o	603	0.2%
	603	0.2%
w	553	0.2%
Other values (12)	2990	0.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	347724	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
d	85593	24.6%
a	85568	24.6%
n	42834	12.3%
r	42809	12.3%
S	42784	12.3%
t	42784	12.3%
i	603	0.2%
o	603	0.2%
	603	0.2%
w	553	0.2%
Other values (12)	2990	0.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	347724	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
d	85593	24.6%
a	85568	24.6%
n	42834	12.3%
r	42809	12.3%
S	42784	12.3%
t	42784	12.3%
i	603	0.2%
o	603	0.2%
	603	0.2%
w	553	0.2%
Other values (12)	2990	0.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	347724	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
d	85593	24.6%
a	85568	24.6%
n	42834	12.3%
r	42809	12.3%
S	42784	12.3%
t	42784	12.3%
i	603	0.2%
o	603	0.2%
	603	0.2%
w	553	0.2%
Other values (12)	2990	0.9%

Track_Type
Categorical

HIGH CORRELATION MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	301972
Missing (%)	75.3%
Memory size	22.0 MiB

Steel	84880
Rubber	14273

Length

Max length	6
Median length	5
Mean length	5.1439493
Min length	5

Characters and Unicode

Total characters	510038
Distinct characters	8
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Steel
2nd row	Rubber
3rd row	Steel
4th row	Rubber
5th row	Steel

Common Values

Value	Count	Frequency (%)
Steel	84880	21.2%
Rubber	14273	3.6%
(Missing)	301972	75.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
steel	84880	85.6%
rubber	14273	14.4%

Most occurring characters

Value	Count	Frequency (%)
e	184033	36.1%
S	84880	16.6%
t	84880	16.6%
l	84880	16.6%
b	28546	5.6%
R	14273	2.8%
u	14273	2.8%
r	14273	2.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	510038	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	184033	36.1%
S	84880	16.6%
t	84880	16.6%
l	84880	16.6%
b	28546	5.6%
R	14273	2.8%
u	14273	2.8%
r	14273	2.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	510038	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	184033	36.1%
S	84880	16.6%
t	84880	16.6%
l	84880	16.6%
b	28546	5.6%
R	14273	2.8%
u	14273	2.8%
r	14273	2.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	510038	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	184033	36.1%
S	84880	16.6%
t	84880	16.6%
l	84880	16.6%
b	28546	5.6%
R	14273	2.8%
u	14273	2.8%
r	14273	2.8%

Undercarriage_Pad_Width
Categorical

HIGH CORRELATION IMBALANCE MISSING

Distinct	19
Distinct (%)	< 0.1%
Missing	301253
Missing (%)	75.1%
Memory size	23.1 MiB

None or Unspecified	79651
32 inch	5213
28 inch	3114
24 inch	2962
20 inch	2652
Other values (14)	6280

Length

Max length	19
Median length	19
Mean length	16.57041
Min length	7

Characters and Unicode

Total characters	1654920
Distinct characters	24
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	None or Unspecified
2nd row	None or Unspecified
3rd row	None or Unspecified
4th row	None or Unspecified
5th row	16 inch

Common Values

Value	Count	Frequency (%)
None or Unspecified	79651	19.9%
32 inch	5213	1.3%
28 inch	3114	0.8%
24 inch	2962	0.7%
20 inch	2652	0.7%
30 inch	1592	0.4%
36 inch	1519	0.4%
18 inch	1429	0.4%
34 inch	531	0.1%
16 inch	460	0.1%
Other values (9)	749	0.2%
(Missing)	301253	75.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
none	79651	28.5%
or	79651	28.5%
unspecified	79651	28.5%
inch	20221	7.2%
32	5213	1.9%
28	3114	1.1%
24	2962	1.1%
20	2652	0.9%
30	1592	0.6%
36	1519	0.5%
Other values (12)	3169	1.1%

Most occurring characters

Value	Count	Frequency (%)
e	238953	14.4%
n	179523	10.8%
	179523	10.8%
i	179523	10.8%
o	159302	9.6%
c	99872	6.0%
N	79651	4.8%
f	79651	4.8%
d	79651	4.8%
p	79651	4.8%
Other values (14)	299620	18.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1654920	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	238953	14.4%
n	179523	10.8%
	179523	10.8%
i	179523	10.8%
o	159302	9.6%
c	99872	6.0%
N	79651	4.8%
f	79651	4.8%
d	79651	4.8%
p	79651	4.8%
Other values (14)	299620	18.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1654920	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	238953	14.4%
n	179523	10.8%
	179523	10.8%
i	179523	10.8%
o	159302	9.6%
c	99872	6.0%
N	79651	4.8%
f	79651	4.8%
d	79651	4.8%
p	79651	4.8%
Other values (14)	299620	18.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1654920	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	238953	14.4%
n	179523	10.8%
	179523	10.8%
i	179523	10.8%
o	159302	9.6%
c	99872	6.0%
N	79651	4.8%
f	79651	4.8%
d	79651	4.8%
p	79651	4.8%
Other values (14)	299620	18.1%

Stick_Length
Categorical

HIGH CORRELATION IMBALANCE MISSING

Distinct	29
Distinct (%)	< 0.1%
Missing	301907
Missing (%)	75.3%
Memory size	23.1 MiB

None or Unspecified	78820
9' 6"	5765
10' 6"	3456
11' 0"	1577
9' 10"	1439
Other values (24)	8161

Length

Max length	19
Median length	19
Mean length	16.23912
Min length	5

Characters and Unicode

Total characters	1611213
Distinct characters	25
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	None or Unspecified
2nd row	None or Unspecified
3rd row	11' 0"
4th row	None or Unspecified
5th row	None or Unspecified

Common Values

Value	Count	Frequency (%)
None or Unspecified	78820	19.6%
9' 6"	5765	1.4%
10' 6"	3456	0.9%
11' 0"	1577	0.4%
9' 10"	1439	0.4%
9' 8"	1434	0.4%
9' 7"	1401	0.3%
12' 10"	1066	0.3%
10' 2"	983	0.2%
8' 6"	901	0.2%
Other values (19)	2376	0.6%
(Missing)	301907	75.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
none	78820	28.4%
or	78820	28.4%
unspecified	78820	28.4%
9	10232	3.7%
6	10172	3.7%
10	8163	2.9%
8	3637	1.3%
11	1876	0.7%
2	1590	0.6%
0	1577	0.6%
Other values (11)	3549	1.3%

Most occurring characters

Value	Count	Frequency (%)
e	236460	14.7%
	178038	11.0%
n	157640	9.8%
o	157640	9.8%
i	157640	9.8%
N	78820	4.9%
c	78820	4.9%
f	78820	4.9%
d	78820	4.9%
p	78820	4.9%
Other values (15)	329695	20.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1611213	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	236460	14.7%
	178038	11.0%
n	157640	9.8%
o	157640	9.8%
i	157640	9.8%
N	78820	4.9%
c	78820	4.9%
f	78820	4.9%
d	78820	4.9%
p	78820	4.9%
Other values (15)	329695	20.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1611213	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	236460	14.7%
	178038	11.0%
n	157640	9.8%
o	157640	9.8%
i	157640	9.8%
N	78820	4.9%
c	78820	4.9%
f	78820	4.9%
d	78820	4.9%
p	78820	4.9%
Other values (15)	329695	20.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1611213	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	236460	14.7%
	178038	11.0%
n	157640	9.8%
o	157640	9.8%
i	157640	9.8%
N	78820	4.9%
c	78820	4.9%
f	78820	4.9%
d	78820	4.9%
p	78820	4.9%
Other values (15)	329695	20.5%

Thumb
Categorical

HIGH CORRELATION MISSING

Distinct	3
Distinct (%)	< 0.1%
Missing	301837
Missing (%)	75.2%
Memory size	23.1 MiB

None or Unspecified	83093
Manual	9358
Hydraulic	6837

Length

Max length	19
Median length	19
Mean length	17.086133
Min length	6

Characters and Unicode

Total characters	1696448
Distinct characters	19
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	None or Unspecified
2nd row	None or Unspecified
3rd row	None or Unspecified
4th row	None or Unspecified
5th row	None or Unspecified

Common Values

Value	Count	Frequency (%)
None or Unspecified	83093	20.7%
Manual	9358	2.3%
Hydraulic	6837	1.7%
(Missing)	301837	75.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
none	83093	31.3%
or	83093	31.3%
unspecified	83093	31.3%
manual	9358	3.5%
hydraulic	6837	2.6%

Most occurring characters

Value	Count	Frequency (%)
e	249279	14.7%
n	175544	10.3%
i	173023	10.2%
o	166186	9.8%
	166186	9.8%
c	89930	5.3%
r	89930	5.3%
d	89930	5.3%
f	83093	4.9%
N	83093	4.9%
Other values (9)	330254	19.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1696448	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	249279	14.7%
n	175544	10.3%
i	173023	10.2%
o	166186	9.8%
	166186	9.8%
c	89930	5.3%
r	89930	5.3%
d	89930	5.3%
f	83093	4.9%
N	83093	4.9%
Other values (9)	330254	19.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1696448	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	249279	14.7%
n	175544	10.3%
i	173023	10.2%
o	166186	9.8%
	166186	9.8%
c	89930	5.3%
r	89930	5.3%
d	89930	5.3%
f	83093	4.9%
N	83093	4.9%
Other values (9)	330254	19.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1696448	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	249279	14.7%
n	175544	10.3%
i	173023	10.2%
o	166186	9.8%
	166186	9.8%
c	89930	5.3%
r	89930	5.3%
d	89930	5.3%
f	83093	4.9%
N	83093	4.9%
Other values (9)	330254	19.5%

Pattern_Changer
Categorical

HIGH CORRELATION IMBALANCE MISSING

Distinct	3
Distinct (%)	< 0.1%
Missing	301907
Missing (%)	75.3%
Memory size	23.2 MiB

None or Unspecified	90255
Yes	8898
No	65

Length

Max length	19
Median length	19
Mean length	17.553962
Min length	2

Characters and Unicode

Total characters	1741669
Distinct characters	14
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	None or Unspecified
2nd row	None or Unspecified
3rd row	None or Unspecified
4th row	None or Unspecified
5th row	None or Unspecified

Common Values

Value	Count	Frequency (%)
None or Unspecified	90255	22.5%
Yes	8898	2.2%
No	65	< 0.1%
(Missing)	301907	75.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
none	90255	32.3%
or	90255	32.3%
unspecified	90255	32.3%
yes	8898	3.2%
no	65	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
e	279663	16.1%
o	180575	10.4%
n	180510	10.4%
	180510	10.4%
i	180510	10.4%
s	99153	5.7%
N	90320	5.2%
r	90255	5.2%
U	90255	5.2%
p	90255	5.2%
Other values (4)	279663	16.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1741669	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	279663	16.1%
o	180575	10.4%
n	180510	10.4%
	180510	10.4%
i	180510	10.4%
s	99153	5.7%
N	90320	5.2%
r	90255	5.2%
U	90255	5.2%
p	90255	5.2%
Other values (4)	279663	16.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1741669	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	279663	16.1%
o	180575	10.4%
n	180510	10.4%
	180510	10.4%
i	180510	10.4%
s	99153	5.7%
N	90320	5.2%
r	90255	5.2%
U	90255	5.2%
p	90255	5.2%
Other values (4)	279663	16.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1741669	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	279663	16.1%
o	180575	10.4%
n	180510	10.4%
	180510	10.4%
i	180510	10.4%
s	99153	5.7%
N	90320	5.2%
r	90255	5.2%
U	90255	5.2%
p	90255	5.2%
Other values (4)	279663	16.1%

Grouser_Type
Categorical

HIGH CORRELATION IMBALANCE MISSING

Distinct	3
Distinct (%)	< 0.1%
Missing	301972
Missing (%)	75.3%
Memory size	22.1 MiB

Double	84653
Triple	14498
Single	2

Length

Max length	6
Median length	6
Mean length	6
Min length	6

Characters and Unicode

Total characters	594918
Distinct characters	13
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Double
2nd row	Double
3rd row	Double
4th row	Double
5th row	Double

Common Values

Value	Count	Frequency (%)
Double	84653	21.1%
Triple	14498	3.6%
Single	2	< 0.1%
(Missing)	301972	75.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
double	84653	85.4%
triple	14498	14.6%
single	2	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
l	99153	16.7%
e	99153	16.7%
D	84653	14.2%
o	84653	14.2%
u	84653	14.2%
b	84653	14.2%
i	14500	2.4%
T	14498	2.4%
r	14498	2.4%
p	14498	2.4%
Other values (3)	6	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	594918	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
l	99153	16.7%
e	99153	16.7%
D	84653	14.2%
o	84653	14.2%
u	84653	14.2%
b	84653	14.2%
i	14500	2.4%
T	14498	2.4%
r	14498	2.4%
p	14498	2.4%
Other values (3)	6	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	594918	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
l	99153	16.7%
e	99153	16.7%
D	84653	14.2%
o	84653	14.2%
u	84653	14.2%
b	84653	14.2%
i	14500	2.4%
T	14498	2.4%
r	14498	2.4%
p	14498	2.4%
Other values (3)	6	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	594918	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
l	99153	16.7%
e	99153	16.7%
D	84653	14.2%
o	84653	14.2%
u	84653	14.2%
b	84653	14.2%
i	14500	2.4%
T	14498	2.4%
r	14498	2.4%
p	14498	2.4%
Other values (3)	6	< 0.1%

Backhoe_Mounting
Categorical

HIGH CORRELATION IMBALANCE MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	322453
Missing (%)	80.4%
Memory size	22.9 MiB

None or Unspecified	78652
Yes	20

Length

Max length	19
Median length	19
Mean length	18.995932
Min length	3

Characters and Unicode

Total characters	1494448
Distinct characters	14
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	None or Unspecified
2nd row	None or Unspecified
3rd row	None or Unspecified
4th row	None or Unspecified
5th row	None or Unspecified

Common Values

Value	Count	Frequency (%)
None or Unspecified	78652	19.6%
Yes	20	< 0.1%
(Missing)	322453	80.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
none	78652	33.3%
or	78652	33.3%
unspecified	78652	33.3%
yes	20	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
e	235976	15.8%
o	157304	10.5%
n	157304	10.5%
	157304	10.5%
i	157304	10.5%
s	78672	5.3%
N	78652	5.3%
r	78652	5.3%
U	78652	5.3%
p	78652	5.3%
Other values (4)	235976	15.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1494448	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	235976	15.8%
o	157304	10.5%
n	157304	10.5%
	157304	10.5%
i	157304	10.5%
s	78672	5.3%
N	78652	5.3%
r	78652	5.3%
U	78652	5.3%
p	78652	5.3%
Other values (4)	235976	15.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1494448	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	235976	15.8%
o	157304	10.5%
n	157304	10.5%
	157304	10.5%
i	157304	10.5%
s	78672	5.3%
N	78652	5.3%
r	78652	5.3%
U	78652	5.3%
p	78652	5.3%
Other values (4)	235976	15.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1494448	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	235976	15.8%
o	157304	10.5%
n	157304	10.5%
	157304	10.5%
i	157304	10.5%
s	78672	5.3%
N	78652	5.3%
r	78652	5.3%
U	78652	5.3%
p	78652	5.3%
Other values (4)	235976	15.8%

Blade_Type
Categorical

HIGH CORRELATION MISSING

Distinct	10
Distinct (%)	< 0.1%
Missing	321292
Missing (%)	80.1%
Memory size	22.0 MiB

PAT	38612
Straight	13323
None or Unspecified	11431
Semi U	8617
VPAT	3547
Other values (5)	4303

Length

Max length	19
Median length	8
Mean length	6.4810417
Min length	1

Characters and Unicode

Total characters	517401
Distinct characters	26
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	PAT
2nd row	None or Unspecified
3rd row	None or Unspecified
4th row	None or Unspecified
5th row	None or Unspecified

Common Values

Value	Count	Frequency (%)
PAT	38612	9.6%
Straight	13323	3.3%
None or Unspecified	11431	2.8%
Semi U	8617	2.1%
VPAT	3547	0.9%
U	1862	0.5%
Angle	1662	0.4%
No	743	0.2%
Landfill	25	< 0.1%
Coal	11	< 0.1%
(Missing)	321292	80.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
pat	38612	34.7%
straight	13323	12.0%
none	11431	10.3%
or	11431	10.3%
unspecified	11431	10.3%
u	10479	9.4%
semi	8617	7.7%
vpat	3547	3.2%
angle	1662	1.5%
no	743	0.7%
Other values (2)	36	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
i	44827	8.7%
e	44572	8.6%
A	43821	8.5%
P	42159	8.1%
T	42159	8.1%
	31479	6.1%
t	26646	5.1%
r	24754	4.8%
n	24549	4.7%
o	23616	4.6%
Other values (16)	168819	32.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	517401	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
i	44827	8.7%
e	44572	8.6%
A	43821	8.5%
P	42159	8.1%
T	42159	8.1%
	31479	6.1%
t	26646	5.1%
r	24754	4.8%
n	24549	4.7%
o	23616	4.6%
Other values (16)	168819	32.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	517401	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
i	44827	8.7%
e	44572	8.6%
A	43821	8.5%
P	42159	8.1%
T	42159	8.1%
	31479	6.1%
t	26646	5.1%
r	24754	4.8%
n	24549	4.7%
o	23616	4.6%
Other values (16)	168819	32.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	517401	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
i	44827	8.7%
e	44572	8.6%
A	43821	8.5%
P	42159	8.1%
T	42159	8.1%
	31479	6.1%
t	26646	5.1%
r	24754	4.8%
n	24549	4.7%
o	23616	4.6%
Other values (16)	168819	32.6%

Travel_Controls
Categorical

HIGH CORRELATION IMBALANCE MISSING

Distinct	7
Distinct (%)	< 0.1%
Missing	321291
Missing (%)	80.1%
Memory size	22.9 MiB

None or Unspecified	69923
Differential Steer	4879
Finger Tip	2624
2 Pedal	1142
Lever	840
Other values (2)	426

Length

Max length	19
Median length	19
Mean length	18.249656
Min length	5

Characters and Unicode

Total characters	1456943
Distinct characters	26
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	None or Unspecified
2nd row	None or Unspecified
3rd row	None or Unspecified
4th row	None or Unspecified
5th row	None or Unspecified

Common Values

Value	Count	Frequency (%)
None or Unspecified	69923	17.4%
Differential Steer	4879	1.2%
Finger Tip	2624	0.7%
2 Pedal	1142	0.3%
Lever	840	0.2%
Pedal	416	0.1%
1 Speed	10	< 0.1%
(Missing)	321291	80.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
none	69923	30.6%
or	69923	30.6%
unspecified	69923	30.6%
differential	4879	2.1%
steer	4879	2.1%
finger	2624	1.1%
tip	2624	1.1%
pedal	1558	0.7%
2	1142	0.5%
lever	840	0.4%
Other values (2)	20	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
e	235167	16.1%
i	154852	10.6%
	148501	10.2%
n	147349	10.1%
o	139846	9.6%
r	83145	5.7%
f	79681	5.5%
p	72557	5.0%
d	71491	4.9%
N	69923	4.8%
Other values (16)	254431	17.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1456943	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	235167	16.1%
i	154852	10.6%
	148501	10.2%
n	147349	10.1%
o	139846	9.6%
r	83145	5.7%
f	79681	5.5%
p	72557	5.0%
d	71491	4.9%
N	69923	4.8%
Other values (16)	254431	17.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1456943	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	235167	16.1%
i	154852	10.6%
	148501	10.2%
n	147349	10.1%
o	139846	9.6%
r	83145	5.7%
f	79681	5.5%
p	72557	5.0%
d	71491	4.9%
N	69923	4.8%
Other values (16)	254431	17.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1456943	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	235167	16.1%
i	154852	10.6%
	148501	10.2%
n	147349	10.1%
o	139846	9.6%
r	83145	5.7%
f	79681	5.5%
p	72557	5.0%
d	71491	4.9%
N	69923	4.8%
Other values (16)	254431	17.5%

Differential_Type
Categorical

HIGH CORRELATION IMBALANCE MISSING

Distinct	4
Distinct (%)	< 0.1%
Missing	331714
Missing (%)	82.7%
Memory size	22.0 MiB

Standard	68073
Limited Slip	1130
No Spin	206
Locking	2

Length

Max length	12
Median length	8
Mean length	8.0621227
Min length	7

Characters and Unicode

Total characters	559600
Distinct characters	18
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Standard
2nd row	Standard
3rd row	Standard
4th row	Standard
5th row	Standard

Common Values

Value	Count	Frequency (%)
Standard	68073	17.0%
Limited Slip	1130	0.3%
No Spin	206	0.1%
Locking	2	< 0.1%
(Missing)	331714	82.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
standard	68073	96.2%
limited	1130	1.6%
slip	1130	1.6%
no	206	0.3%
spin	206	0.3%
locking	2	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
d	137276	24.5%
a	136146	24.3%
S	69409	12.4%
t	69203	12.4%
n	68281	12.2%
r	68073	12.2%
i	3598	0.6%
p	1336	0.2%
	1336	0.2%
L	1132	0.2%
Other values (8)	3810	0.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	559600	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
d	137276	24.5%
a	136146	24.3%
S	69409	12.4%
t	69203	12.4%
n	68281	12.2%
r	68073	12.2%
i	3598	0.6%
p	1336	0.2%
	1336	0.2%
L	1132	0.2%
Other values (8)	3810	0.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	559600	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
d	137276	24.5%
a	136146	24.3%
S	69409	12.4%
t	69203	12.4%
n	68281	12.2%
r	68073	12.2%
i	3598	0.6%
p	1336	0.2%
	1336	0.2%
L	1132	0.2%
Other values (8)	3810	0.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	559600	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
d	137276	24.5%
a	136146	24.3%
S	69409	12.4%
t	69203	12.4%
n	68281	12.2%
r	68073	12.2%
i	3598	0.6%
p	1336	0.2%
	1336	0.2%
L	1132	0.2%
Other values (8)	3810	0.7%

Steering_Controls
Categorical

HIGH CORRELATION IMBALANCE MISSING

Distinct	5
Distinct (%)	< 0.1%
Missing	331756
Missing (%)	82.7%
Memory size	22.3 MiB

Conventional	68679
Command Control	537
Four Wheel Standard	138
Wheel	14
No	1

Length

Max length	19
Median length	12
Mean length	12.035592
Min length	2

Characters and Unicode

Total characters	834897
Distinct characters	19
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	Conventional
2nd row	Conventional
3rd row	Conventional
4th row	Conventional
5th row	Conventional

Common Values

Value	Count	Frequency (%)
Conventional	68679	17.1%
Command Control	537	0.1%
Four Wheel Standard	138	< 0.1%
Wheel	14	< 0.1%
No	1	< 0.1%
(Missing)	331756	82.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
conventional	68679	97.9%
command	537	0.8%
control	537	0.8%
wheel	152	0.2%
four	138	0.2%
standard	138	0.2%
no	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
n	207249	24.8%
o	139108	16.7%
C	69753	8.4%
a	69492	8.3%
l	69368	8.3%
t	69354	8.3%
e	68983	8.3%
v	68679	8.2%
i	68679	8.2%
m	1074	0.1%
Other values (9)	3158	0.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	834897	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	207249	24.8%
o	139108	16.7%
C	69753	8.4%
a	69492	8.3%
l	69368	8.3%
t	69354	8.3%
e	68983	8.3%
v	68679	8.2%
i	68679	8.2%
m	1074	0.1%
Other values (9)	3158	0.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	834897	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	207249	24.8%
o	139108	16.7%
C	69753	8.4%
a	69492	8.3%
l	69368	8.3%
t	69354	8.3%
e	68983	8.3%
v	68679	8.2%
i	68679	8.2%
m	1074	0.1%
Other values (9)	3158	0.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	834897	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	207249	24.8%
o	139108	16.7%
C	69753	8.4%
a	69492	8.3%
l	69368	8.3%
t	69354	8.3%
e	68983	8.3%
v	68679	8.2%
i	68679	8.2%
m	1074	0.1%
Other values (9)	3158	0.4%

Auto

Heatmap
Table

	Backhoe_Mounting	Blade_Extension	Blade_Type	Blade_Width	Coupler	Coupler_System	Differential_Type	Drive_System	Enclosure	Enclosure_Type	Engine_Horsepower	Forks	Grouser_Tracks	Grouser_Type	Hydraulics	Hydraulics_Flow	MachineHoursCurrentMeter	MachineID	ModelID	Pad_Type	Pattern_Changer	ProductGroup	ProductGroupDesc	ProductSize	Pushblock	Ride_Control	Ripper	SalePrice	SalesID	Scarifier	Steering_Controls	Stick	Stick_Length	Thumb	Tip_Control	Tire_Size	Track_Type	Transmission	Travel_Controls	Turbocharged	Undercarriage_Pad_Width	UsageBand	YearMade	auctioneerID	datasource
Backhoe_Mounting	1.000	0.000	0.021	0.000	0.000	0.000	0.000	0.000	0.006	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.016	0.000	0.000	1.000	1.000	1.000	0.000	0.000	0.005	0.015	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.011	0.000
Blade_Extension	0.000	1.000	0.000	0.051	0.000	0.000	0.000	0.033	0.100	0.103	0.099	0.000	0.000	0.000	0.144	0.000	0.000	0.084	0.084	0.000	0.000	1.000	1.000	0.000	0.017	0.000	0.013	0.087	0.093	0.035	0.000	0.000	0.000	0.000	0.000	0.060	0.000	0.053	0.000	0.000	0.000	0.160	0.016	0.032	0.093
Blade_Type	0.021	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.275	0.000	0.000	0.000	0.000	0.000	0.473	0.000	0.000	0.133	0.165	0.000	0.000	1.000	1.000	0.501	0.000	0.000	0.240	0.158	0.132	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.147	0.464	0.000	0.000	0.121	0.108	0.065	0.165
Blade_Width	0.000	0.051	0.000	1.000	0.000	0.000	0.000	0.054	0.236	0.130	0.154	0.000	0.000	0.000	0.055	0.000	0.000	0.090	0.161	0.000	0.000	1.000	1.000	0.000	0.366	0.000	0.354	0.155	0.114	0.223	0.000	0.000	0.000	0.000	0.112	0.330	0.000	0.046	0.000	0.000	0.000	0.199	0.095	0.129	0.105
Coupler	0.000	0.000	0.000	0.000	1.000	0.705	0.087	0.000	0.093	0.000	0.000	0.328	0.181	0.021	0.206	0.088	0.006	0.144	0.082	0.000	0.114	0.077	0.077	0.095	0.000	0.087	0.000	0.089	0.127	0.000	0.018	0.000	0.064	0.115	0.000	0.172	0.127	0.000	0.000	0.000	0.063	0.047	0.051	0.045	0.181
Coupler_System	0.000	0.000	0.000	0.000	0.705	1.000	0.000	0.000	0.114	0.000	0.000	0.046	0.201	0.000	0.340	0.096	0.000	0.229	0.155	0.000	0.000	1.000	1.000	0.000	0.000	0.000	0.000	0.021	0.266	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.019	0.035	0.078	0.537
Differential_Type	0.000	0.000	0.000	0.000	0.087	0.000	1.000	0.000	0.082	0.000	0.000	0.075	0.000	0.000	0.165	0.000	0.000	0.147	0.033	0.000	0.000	1.000	1.000	0.039	0.000	0.153	0.000	0.070	0.051	0.000	0.016	0.000	0.000	0.000	0.000	0.234	0.000	0.000	0.000	0.000	0.000	0.074	0.031	0.014	0.047
Drive_System	0.000	0.033	0.000	0.054	0.000	0.000	0.000	1.000	0.318	0.061	0.026	0.124	0.000	0.000	0.106	0.000	0.000	0.177	0.226	0.235	0.000	1.000	1.000	0.000	0.033	0.045	0.045	0.412	0.075	0.021	0.000	0.265	0.000	0.000	0.060	0.083	0.000	0.569	0.000	0.164	0.000	0.109	0.095	0.046	0.085
Enclosure	0.006	0.100	0.275	0.236	0.093	0.114	0.082	0.318	1.000	0.282	0.278	0.198	0.190	0.069	0.219	0.092	0.000	0.102	0.103	0.083	0.152	0.303	0.303	0.272	0.233	0.361	0.236	0.222	0.091	0.061	0.081	0.307	0.233	0.075	0.127	0.191	0.198	0.270	0.268	0.080	0.088	0.169	0.079	0.041	0.117
Enclosure_Type	0.000	0.103	0.000	0.130	0.000	0.000	0.000	0.061	0.282	1.000	0.299	0.000	0.000	0.000	0.257	0.000	0.000	0.291	0.273	0.000	0.000	1.000	1.000	0.000	0.172	0.000	0.158	0.293	0.149	0.102	0.000	0.000	0.000	0.000	0.093	0.136	0.000	0.044	0.000	0.000	0.000	0.180	0.083	0.043	0.149
Engine_Horsepower	0.000	0.099	0.000	0.154	0.000	0.000	0.000	0.026	0.278	0.299	1.000	0.000	0.000	0.000	0.273	0.000	0.000	0.279	0.397	0.000	0.000	1.000	1.000	0.000	0.169	0.000	0.180	0.328	0.130	0.034	0.000	0.000	0.000	0.000	0.040	0.118	0.000	0.095	0.000	0.000	0.000	0.203	0.054	0.024	0.144
Forks	0.000	0.000	0.000	0.000	0.328	0.046	0.075	0.124	0.198	0.000	0.000	1.000	0.049	0.000	0.286	0.031	0.000	0.168	0.083	0.152	0.000	0.211	0.211	0.068	0.000	0.200	0.000	0.199	0.110	0.000	0.013	0.082	0.000	0.000	0.000	0.155	0.000	0.066	0.000	0.020	0.000	0.062	0.022	0.016	0.113
Grouser_Tracks	0.000	0.000	0.000	0.000	0.181	0.201	0.000	0.000	0.190	0.000	0.000	0.049	1.000	0.000	0.301	0.090	0.000	0.224	0.179	0.000	0.000	1.000	1.000	0.000	0.000	0.000	0.000	0.050	0.232	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.053	0.023	0.052	0.355
Grouser_Type	0.000	0.000	0.000	0.000	0.021	0.000	0.000	0.000	0.069	0.000	0.000	0.000	0.000	1.000	0.041	0.000	0.020	0.135	0.101	0.000	0.094	1.000	1.000	0.128	0.000	0.000	0.000	0.098	0.064	0.000	0.000	0.000	0.076	0.065	0.000	0.000	0.153	0.000	0.000	0.000	0.253	0.077	0.038	0.081	0.055
Hydraulics	0.000	0.144	0.473	0.055	0.206	0.340	0.165	0.106	0.219	0.257	0.273	0.286	0.301	0.041	1.000	0.109	0.000	0.091	0.170	0.000	0.139	0.699	0.699	0.447	0.137	0.111	0.346	0.119	0.173	0.054	0.591	0.000	0.037	0.138	0.156	0.372	0.265	0.442	0.529	0.000	0.191	0.098	0.080	0.049	0.154
Hydraulics_Flow	0.000	0.000	0.000	0.000	0.088	0.096	0.000	0.000	0.092	0.000	0.000	0.031	0.090	0.000	0.109	1.000	0.000	0.046	0.057	0.000	0.000	1.000	1.000	0.000	0.000	0.000	0.000	0.037	0.086	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.014	0.019	0.103
MachineHoursCurrentMeter	0.000	0.000	0.000	0.000	0.006	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.020	0.000	0.000	1.000	-0.078	0.043	0.016	0.004	0.004	0.004	0.000	0.000	0.004	0.014	0.118	-0.081	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.031	0.076	0.080	0.187	0.097	0.018
MachineID	0.000	0.084	0.133	0.090	0.144	0.229	0.147	0.177	0.102	0.291	0.279	0.168	0.224	0.135	0.091	0.046	-0.078	1.000	0.190	0.362	0.401	0.058	0.058	0.100	0.186	0.168	0.114	-0.184	0.344	0.173	0.046	0.139	0.086	0.182	0.166	0.064	0.046	0.071	0.149	0.234	0.061	0.129	-0.038	-0.109	0.506
ModelID	0.016	0.084	0.165	0.161	0.082	0.155	0.033	0.226	0.103	0.273	0.397	0.083	0.179	0.101	0.170	0.057	0.043	0.190	1.000	0.199	0.174	0.265	0.265	0.264	0.260	0.261	0.164	-0.263	0.191	0.183	0.031	0.160	0.098	0.079	0.170	0.170	0.259	0.112	0.116	0.137	0.080	0.109	0.096	-0.015	0.117
Pad_Type	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.235	0.083	0.000	0.000	0.152	0.000	0.000	0.000	0.000	0.016	0.362	0.199	1.000	0.000	1.000	1.000	0.000	0.000	0.092	0.000	0.172	0.082	0.000	0.000	0.131	0.000	0.000	0.000	0.000	0.000	0.043	0.000	0.301	0.000	0.115	0.052	0.026	0.076
Pattern_Changer	0.000	0.000	0.000	0.000	0.114	0.000	0.000	0.000	0.152	0.000	0.000	0.000	0.000	0.094	0.139	0.000	0.004	0.401	0.174	0.000	1.000	1.000	1.000	0.056	0.000	0.000	0.000	0.157	0.158	0.000	0.000	0.000	0.215	0.053	0.000	0.000	0.091	0.000	0.000	0.000	0.088	0.063	0.099	0.023	0.150
ProductGroup	1.000	1.000	1.000	1.000	0.077	1.000	1.000	1.000	0.303	1.000	1.000	0.211	1.000	1.000	0.699	1.000	0.004	0.058	0.265	1.000	1.000	1.000	1.000	0.778	1.000	0.979	0.526	0.266	0.161	1.000	1.000	1.000	1.000	1.000	1.000	0.712	1.000	0.705	1.000	1.000	1.000	0.079	0.075	0.039	0.061
ProductGroupDesc	1.000	1.000	1.000	1.000	0.077	1.000	1.000	1.000	0.303	1.000	1.000	0.211	1.000	1.000	0.699	1.000	0.004	0.058	0.265	1.000	1.000	1.000	1.000	0.778	1.000	0.979	0.526	0.266	0.161	1.000	1.000	1.000	1.000	1.000	1.000	0.712	1.000	0.705	1.000	1.000	1.000	0.079	0.075	0.039	0.061
ProductSize	1.000	0.000	0.501	0.000	0.095	0.000	0.039	0.000	0.272	0.000	0.000	0.068	0.000	0.128	0.447	0.000	0.000	0.100	0.264	0.000	0.056	0.778	0.778	1.000	0.000	0.111	0.222	0.266	0.158	0.000	0.051	0.000	0.309	0.077	0.000	0.363	0.662	0.094	0.282	0.000	0.337	0.266	0.120	0.035	0.082
Pushblock	0.000	0.017	0.000	0.366	0.000	0.000	0.000	0.033	0.233	0.172	0.169	0.000	0.000	0.000	0.137	0.000	0.000	0.186	0.260	0.000	0.000	1.000	1.000	0.000	1.000	0.000	0.609	0.371	0.134	0.187	0.000	0.000	0.000	0.000	0.014	0.314	0.000	0.088	0.000	0.000	0.000	0.201	0.079	0.100	0.131
Ride_Control	0.000	0.000	0.000	0.000	0.087	0.000	0.153	0.045	0.361	0.000	0.000	0.200	0.000	0.000	0.111	0.000	0.004	0.168	0.261	0.092	0.000	0.979	0.979	0.111	0.000	1.000	0.000	0.388	0.151	0.000	0.712	0.141	0.000	0.000	0.000	0.214	0.000	0.211	0.000	0.000	0.000	0.119	0.078	0.049	0.148
Ripper	0.005	0.013	0.240	0.354	0.000	0.000	0.000	0.045	0.236	0.158	0.180	0.000	0.000	0.000	0.346	0.000	0.014	0.114	0.164	0.000	0.000	0.526	0.526	0.222	0.609	0.000	1.000	0.190	0.110	0.309	0.000	0.000	0.000	0.000	0.028	0.282	0.000	0.298	0.098	0.000	0.000	0.063	0.045	0.048	0.105
SalePrice	0.015	0.087	0.158	0.155	0.089	0.021	0.070	0.412	0.222	0.293	0.328	0.199	0.050	0.098	0.119	0.037	0.118	-0.184	-0.263	0.172	0.157	0.266	0.266	0.266	0.371	0.388	0.190	1.000	-0.061	0.115	0.085	0.212	0.129	0.064	0.118	0.140	0.434	0.133	0.170	0.090	0.099	0.169	0.245	-0.062	0.043
SalesID	0.000	0.093	0.132	0.114	0.127	0.266	0.051	0.075	0.091	0.149	0.130	0.110	0.232	0.064	0.173	0.086	-0.081	0.344	0.191	0.082	0.158	0.161	0.161	0.158	0.134	0.151	0.110	-0.061	1.000	0.061	0.046	0.127	0.052	0.176	0.133	0.077	0.133	0.045	0.142	0.067	0.087	0.044	0.230	-0.239	0.782
Scarifier	0.000	0.035	0.000	0.223	0.000	0.000	0.000	0.021	0.061	0.102	0.034	0.000	0.000	0.000	0.054	0.000	0.000	0.173	0.183	0.000	0.000	1.000	1.000	0.000	0.187	0.000	0.309	0.115	0.061	1.000	0.000	0.000	0.000	0.000	0.099	0.219	0.000	0.036	0.000	0.000	0.000	0.028	0.000	0.016	0.057
Steering_Controls	0.000	0.000	0.000	0.000	0.018	0.000	0.016	0.000	0.081	0.000	0.000	0.013	0.000	0.000	0.591	0.000	0.000	0.046	0.031	0.000	0.000	1.000	1.000	0.051	0.000	0.712	0.000	0.085	0.046	0.000	1.000	0.000	0.000	0.000	0.000	0.360	0.000	0.000	0.000	0.000	0.000	0.055	0.020	0.015	0.044
Stick	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.265	0.307	0.000	0.000	0.082	0.000	0.000	0.000	0.000	0.000	0.139	0.160	0.131	0.000	1.000	1.000	0.000	0.000	0.141	0.000	0.212	0.127	0.000	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.070	0.000	0.069	0.000	0.112	0.030	0.079	0.119
Stick_Length	0.000	0.000	0.000	0.000	0.064	0.000	0.000	0.000	0.233	0.000	0.000	0.000	0.000	0.076	0.037	0.000	0.000	0.086	0.098	0.000	0.215	1.000	1.000	0.309	0.000	0.000	0.000	0.129	0.052	0.000	0.000	0.000	1.000	0.073	0.000	0.000	0.199	0.000	0.000	0.000	0.068	0.143	0.078	0.056	0.047
Thumb	0.000	0.000	0.000	0.000	0.115	0.000	0.000	0.000	0.075	0.000	0.000	0.000	0.000	0.065	0.138	0.000	0.000	0.182	0.079	0.000	0.053	1.000	1.000	0.077	0.000	0.000	0.000	0.064	0.176	0.000	0.000	0.000	0.073	1.000	0.000	0.000	0.075	0.000	0.000	0.000	0.076	0.049	0.042	0.050	0.179
Tip_Control	0.000	0.000	0.000	0.112	0.000	0.000	0.000	0.060	0.127	0.093	0.040	0.000	0.000	0.000	0.156	0.000	0.000	0.166	0.170	0.000	0.000	1.000	1.000	0.000	0.014	0.000	0.028	0.118	0.133	0.099	0.000	0.000	0.000	0.000	1.000	0.096	0.000	0.021	0.000	0.000	0.000	0.000	0.122	0.091	0.174
Tire_Size	0.000	0.060	0.000	0.330	0.172	0.000	0.234	0.083	0.191	0.136	0.118	0.155	0.000	0.000	0.372	0.000	0.000	0.064	0.170	0.000	0.000	0.712	0.712	0.363	0.314	0.214	0.282	0.140	0.077	0.219	0.360	0.000	0.000	0.000	0.096	1.000	0.000	0.039	0.000	0.000	0.000	0.203	0.045	0.090	0.096
Track_Type	0.000	0.000	0.000	0.000	0.127	0.000	0.000	0.000	0.198	0.000	0.000	0.000	0.000	0.153	0.265	0.000	0.000	0.046	0.259	0.000	0.091	1.000	1.000	0.662	0.000	0.000	0.000	0.434	0.133	0.000	0.000	0.000	0.199	0.075	0.000	0.000	1.000	0.000	0.000	0.000	0.189	0.302	0.049	0.053	0.098
Transmission	0.000	0.053	0.147	0.046	0.000	0.000	0.000	0.569	0.270	0.044	0.095	0.066	0.000	0.000	0.442	0.000	0.000	0.071	0.112	0.043	0.000	0.705	0.705	0.094	0.088	0.211	0.298	0.133	0.045	0.036	0.000	0.070	0.000	0.000	0.021	0.039	0.000	1.000	0.154	0.022	0.000	0.080	0.109	0.097	0.205
Travel_Controls	0.000	0.000	0.464	0.000	0.000	0.000	0.000	0.000	0.268	0.000	0.000	0.000	0.000	0.000	0.529	0.000	0.000	0.149	0.116	0.000	0.000	1.000	1.000	0.282	0.000	0.000	0.098	0.170	0.142	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.154	1.000	0.000	0.000	0.119	0.143	0.047	0.151
Turbocharged	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.164	0.080	0.000	0.000	0.020	0.000	0.000	0.000	0.000	0.031	0.234	0.137	0.301	0.000	1.000	1.000	0.000	0.000	0.000	0.000	0.090	0.067	0.000	0.000	0.069	0.000	0.000	0.000	0.000	0.000	0.022	0.000	1.000	0.000	0.060	0.033	0.012	0.027
Undercarriage_Pad_Width	0.000	0.000	0.000	0.000	0.063	0.000	0.000	0.000	0.088	0.000	0.000	0.000	0.000	0.253	0.191	0.000	0.076	0.061	0.080	0.000	0.088	1.000	1.000	0.337	0.000	0.000	0.000	0.099	0.087	0.000	0.000	0.000	0.068	0.076	0.000	0.000	0.189	0.000	0.000	0.000	1.000	0.081	0.033	0.082	0.118
UsageBand	0.000	0.160	0.121	0.199	0.047	0.019	0.074	0.109	0.169	0.180	0.203	0.062	0.053	0.077	0.098	0.000	0.080	0.129	0.109	0.115	0.063	0.079	0.079	0.266	0.201	0.119	0.063	0.169	0.044	0.028	0.055	0.112	0.143	0.049	0.000	0.203	0.302	0.080	0.119	0.060	0.081	1.000	0.191	0.046	0.049
YearMade	0.000	0.016	0.108	0.095	0.051	0.035	0.031	0.095	0.079	0.083	0.054	0.022	0.023	0.038	0.080	0.014	0.187	-0.038	0.096	0.052	0.099	0.075	0.075	0.120	0.079	0.078	0.045	0.245	0.230	0.000	0.020	0.030	0.078	0.042	0.122	0.045	0.049	0.109	0.143	0.033	0.033	0.191	1.000	-0.155	0.116
auctioneerID	0.011	0.032	0.065	0.129	0.045	0.078	0.014	0.046	0.041	0.043	0.024	0.016	0.052	0.081	0.049	0.019	0.097	-0.109	-0.015	0.026	0.023	0.039	0.039	0.035	0.100	0.049	0.048	-0.062	-0.239	0.016	0.015	0.079	0.056	0.050	0.091	0.090	0.053	0.097	0.047	0.012	0.082	0.046	-0.155	1.000	0.098
datasource	0.000	0.093	0.165	0.105	0.181	0.537	0.047	0.085	0.117	0.149	0.144	0.113	0.355	0.055	0.154	0.103	0.018	0.506	0.117	0.076	0.150	0.061	0.061	0.082	0.131	0.148	0.105	0.043	0.782	0.057	0.044	0.119	0.047	0.179	0.174	0.096	0.098	0.205	0.151	0.027	0.118	0.049	0.116	0.098	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

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Last rows

	SalesID	SalePrice	MachineID	ModelID	datasource	auctioneerID	YearMade	MachineHoursCurrentMeter	UsageBand	saledate	fiModelDesc	fiBaseModel	fiSecondaryDesc	fiModelSeries	fiModelDescriptor	ProductSize	fiProductClassDesc	state	ProductGroup	ProductGroupDesc	Drive_System	Enclosure	Forks	Pad_Type	Ride_Control	Stick	Transmission	Turbocharged	Blade_Extension	Blade_Width	Enclosure_Type	Engine_Horsepower	Hydraulics	Pushblock	Ripper	Scarifier	Tip_Control	Tire_Size	Coupler	Coupler_System	Grouser_Tracks	Hydraulics_Flow	Track_Type	Undercarriage_Pad_Width	Stick_Length	Thumb	Pattern_Changer	Grouser_Type	Backhoe_Mounting	Blade_Type	Travel_Controls	Differential_Type	Steering_Controls
0	1139246	66000	999089	3157	121	3.0	2004	68.0	Low	11/16/2006 0:00	521D	521	D	NaN	NaN	NaN	Wheel Loader - 110.0 to 120.0 Horsepower	Alabama	WL	Wheel Loader	NaN	EROPS w AC	None or Unspecified	NaN	None or Unspecified	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2 Valve	NaN	NaN	NaN	NaN	None or Unspecified	None or Unspecified	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Standard	Conventional
1	1139248	57000	117657	77	121	3.0	1996	4640.0	Low	3/26/2004 0:00	950FII	950	F	II	NaN	Medium	Wheel Loader - 150.0 to 175.0 Horsepower	North Carolina	WL	Wheel Loader	NaN	EROPS w AC	None or Unspecified	NaN	None or Unspecified	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2 Valve	NaN	NaN	NaN	NaN	23.5	None or Unspecified	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Standard	Conventional
2	1139249	10000	434808	7009	121	3.0	2001	2838.0	High	2/26/2004 0:00	226	226	NaN	NaN	NaN	NaN	Skid Steer Loader - 1351.0 to 1601.0 Lb Operating Capacity	New York	SSL	Skid Steer Loaders	NaN	OROPS	None or Unspecified	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Auxiliary	NaN	NaN	NaN	NaN	NaN	None or Unspecified	None or Unspecified	None or Unspecified	Standard	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
3	1139251	38500	1026470	332	121	3.0	2001	3486.0	High	5/19/2011 0:00	PC120-6E	PC120	NaN	-6E	NaN	Small	Hydraulic Excavator, Track - 12.0 to 14.0 Metric Tons	Texas	TEX	Track Excavators	NaN	EROPS w AC	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2 Valve	NaN	NaN	NaN	NaN	NaN	None or Unspecified	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
4	1139253	11000	1057373	17311	121	3.0	2007	722.0	Medium	7/23/2009 0:00	S175	S175	NaN	NaN	NaN	NaN	Skid Steer Loader - 1601.0 to 1751.0 Lb Operating Capacity	New York	SSL	Skid Steer Loaders	NaN	EROPS	None or Unspecified	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Auxiliary	NaN	NaN	NaN	NaN	NaN	None or Unspecified	None or Unspecified	None or Unspecified	Standard	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
5	1139255	26500	1001274	4605	121	3.0	2004	508.0	Low	12/18/2008 0:00	310G	310	G	NaN	NaN	NaN	Backhoe Loader - 14.0 to 15.0 Ft Standard Digging Depth	Arizona	BL	Backhoe Loaders	Four Wheel Drive	OROPS	None or Unspecified	None or Unspecified	No	Extended	Powershuttle	None or Unspecified	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
6	1139256	21000	772701	1937	121	3.0	1993	11540.0	High	8/26/2004 0:00	790ELC	790	E	NaN	LC	Large / Medium	Hydraulic Excavator, Track - 21.0 to 24.0 Metric Tons	Florida	TEX	Track Excavators	NaN	EROPS	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Standard	NaN	NaN	NaN	NaN	NaN	None or Unspecified	NaN	NaN	NaN	Steel	None or Unspecified	None or Unspecified	None or Unspecified	None or Unspecified	Double	NaN	NaN	NaN	NaN	NaN
7	1139261	27000	902002	3539	121	3.0	2001	4883.0	High	11/17/2005 0:00	416D	416	D	NaN	NaN	NaN	Backhoe Loader - 14.0 to 15.0 Ft Standard Digging Depth	Illinois	BL	Backhoe Loaders	Four Wheel Drive	OROPS	None or Unspecified	Reversible	No	Standard	Standard	Yes	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
8	1139272	21500	1036251	36003	121	3.0	2008	302.0	Low	8/27/2009 0:00	430HAG	430	HAG	NaN	NaN	Mini	Hydraulic Excavator, Track - 3.0 to 4.0 Metric Tons	Texas	TEX	Track Excavators	NaN	EROPS	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Auxiliary	NaN	NaN	NaN	NaN	NaN	Manual	NaN	NaN	NaN	Rubber	None or Unspecified	None or Unspecified	None or Unspecified	None or Unspecified	Double	NaN	NaN	NaN	NaN	NaN
9	1139275	65000	1016474	3883	121	3.0	1000	20700.0	Medium	8/9/2007 0:00	988B	988	B	NaN	NaN	Large	Wheel Loader - 350.0 to 500.0 Horsepower	Florida	WL	Wheel Loader	NaN	EROPS w AC	None or Unspecified	NaN	None or Unspecified	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2 Valve	NaN	NaN	NaN	NaN	None or Unspecified	None or Unspecified	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Standard	Conventional

	SalesID	SalePrice	MachineID	ModelID	datasource	auctioneerID	YearMade	MachineHoursCurrentMeter	UsageBand	saledate	fiModelDesc	fiBaseModel	fiSecondaryDesc	fiModelSeries	fiModelDescriptor	ProductSize	fiProductClassDesc	state	ProductGroup	ProductGroupDesc	Drive_System	Enclosure	Forks	Pad_Type	Ride_Control	Stick	Transmission	Turbocharged	Blade_Extension	Blade_Width	Enclosure_Type	Engine_Horsepower	Hydraulics	Pushblock	Ripper	Scarifier	Tip_Control	Tire_Size	Coupler	Coupler_System	Grouser_Tracks	Hydraulics_Flow	Track_Type	Undercarriage_Pad_Width	Stick_Length	Thumb	Pattern_Changer	Grouser_Type	Backhoe_Mounting	Blade_Type	Travel_Controls	Differential_Type	Steering_Controls
401115	6333290	10000	1843374	21437	149	2.0	2005	NaN	NaN	10/25/2011 0:00	35N	35	N	NaN	NaN	Mini	Hydraulic Excavator, Track - 3.0 to 4.0 Metric Tons	Florida	TEX	Track Excavators	NaN	EROPS	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Standard	NaN	NaN	NaN	NaN	NaN	None or Unspecified	NaN	NaN	NaN	Steel	None or Unspecified	None or Unspecified	None or Unspecified	None or Unspecified	Double	NaN	NaN	NaN	NaN	NaN
401116	6333302	8500	1825337	21437	149	2.0	2005	NaN	NaN	10/25/2011 0:00	35N	35	N	NaN	NaN	Mini	Hydraulic Excavator, Track - 3.0 to 4.0 Metric Tons	Florida	TEX	Track Excavators	NaN	EROPS	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Standard	NaN	NaN	NaN	NaN	NaN	None or Unspecified	NaN	NaN	NaN	Steel	None or Unspecified	None or Unspecified	None or Unspecified	None or Unspecified	Double	NaN	NaN	NaN	NaN	NaN
401117	6333307	10000	1821747	21437	149	2.0	2005	NaN	NaN	10/25/2011 0:00	35N	35	N	NaN	NaN	Mini	Hydraulic Excavator, Track - 3.0 to 4.0 Metric Tons	Florida	TEX	Track Excavators	NaN	EROPS	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Standard	NaN	NaN	NaN	NaN	NaN	None or Unspecified	NaN	NaN	NaN	Steel	None or Unspecified	None or Unspecified	None or Unspecified	None or Unspecified	Double	NaN	NaN	NaN	NaN	NaN
401118	6333311	9500	1828862	21437	149	2.0	2006	NaN	NaN	10/25/2011 0:00	35N	35	N	NaN	NaN	Mini	Hydraulic Excavator, Track - 3.0 to 4.0 Metric Tons	Florida	TEX	Track Excavators	NaN	EROPS	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Standard	NaN	NaN	NaN	NaN	NaN	None or Unspecified	NaN	NaN	NaN	Steel	None or Unspecified	None or Unspecified	None or Unspecified	None or Unspecified	Double	NaN	NaN	NaN	NaN	NaN
401119	6333335	8500	1798293	21435	149	2.0	2005	NaN	NaN	10/25/2011 0:00	30NX	30	NX	NaN	NaN	Mini	Hydraulic Excavator, Track - 2.0 to 3.0 Metric Tons	Florida	TEX	Track Excavators	NaN	EROPS	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Standard	NaN	NaN	NaN	NaN	NaN	None or Unspecified	NaN	NaN	NaN	Steel	None or Unspecified	None or Unspecified	None or Unspecified	None or Unspecified	Double	NaN	NaN	NaN	NaN	NaN
401120	6333336	10500	1840702	21439	149	1.0	2005	NaN	NaN	11/2/2011 0:00	35NX2	35	NX	2	NaN	Mini	Hydraulic Excavator, Track - 3.0 to 4.0 Metric Tons	Maryland	TEX	Track Excavators	NaN	EROPS	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Auxiliary	NaN	NaN	NaN	NaN	NaN	None or Unspecified	NaN	NaN	NaN	Steel	None or Unspecified	None or Unspecified	None or Unspecified	None or Unspecified	Double	NaN	NaN	NaN	NaN	NaN
401121	6333337	11000	1830472	21439	149	1.0	2005	NaN	NaN	11/2/2011 0:00	35NX2	35	NX	2	NaN	Mini	Hydraulic Excavator, Track - 3.0 to 4.0 Metric Tons	Maryland	TEX	Track Excavators	NaN	EROPS	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Standard	NaN	NaN	NaN	NaN	NaN	None or Unspecified	NaN	NaN	NaN	Steel	None or Unspecified	None or Unspecified	None or Unspecified	None or Unspecified	Double	NaN	NaN	NaN	NaN	NaN
401122	6333338	11500	1887659	21439	149	1.0	2005	NaN	NaN	11/2/2011 0:00	35NX2	35	NX	2	NaN	Mini	Hydraulic Excavator, Track - 3.0 to 4.0 Metric Tons	Maryland	TEX	Track Excavators	NaN	EROPS	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Auxiliary	NaN	NaN	NaN	NaN	NaN	None or Unspecified	NaN	NaN	NaN	Steel	None or Unspecified	None or Unspecified	None or Unspecified	None or Unspecified	Double	NaN	NaN	NaN	NaN	NaN
401123	6333341	9000	1903570	21435	149	2.0	2005	NaN	NaN	10/25/2011 0:00	30NX	30	NX	NaN	NaN	Mini	Hydraulic Excavator, Track - 2.0 to 3.0 Metric Tons	Florida	TEX	Track Excavators	NaN	EROPS	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Standard	NaN	NaN	NaN	NaN	NaN	None or Unspecified	NaN	NaN	NaN	Steel	None or Unspecified	None or Unspecified	None or Unspecified	None or Unspecified	Double	NaN	NaN	NaN	NaN	NaN
401124	6333342	7750	1926965	21435	149	2.0	2005	NaN	NaN	10/25/2011 0:00	30NX	30	NX	NaN	NaN	Mini	Hydraulic Excavator, Track - 2.0 to 3.0 Metric Tons	Florida	TEX	Track Excavators	NaN	EROPS	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Standard	NaN	NaN	NaN	NaN	NaN	None or Unspecified	NaN	NaN	NaN	Steel	None or Unspecified	None or Unspecified	None or Unspecified	None or Unspecified	Double	NaN	NaN	NaN	NaN	NaN

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block